Introduction to Artificial Neural Networks with Keras¶
import matplotlib.pyplot as plt
import numpy as np
import pandas as pd
import seaborn as sns
Perceptrons¶
from sklearn.datasets import load_iris
from sklearn.linear_model import Perceptron
iris = load_iris()
iris.feature_names
['sepal length (cm)',
'sepal width (cm)',
'petal length (cm)',
'petal width (cm)']
X = iris.data[:, (2, 3)] # petal length, petal width
y = (iris.target == 0).astype(int)
per_clf = Perceptron(max_iter=1000, tol=1e-3, random_state=42)
per_clf.fit(X, y)
y_pred = per_clf.predict([[2, 0.5]])
y_pred
array([1])
per_clf.coef_
array([[-1.4, -2.2]])
per_clf.intercept_
array([4.])
a = -per_clf.coef_[0][0] / per_clf.coef_[0][1]
b = -per_clf.intercept_ / per_clf.coef_[0][1]
lims = [0, 5, 0, 2]
x0, x1 = np.meshgrid(
np.linspace(lims[0], lims[1], 500).reshape(-1, 1),
np.linspace(lims[2], lims[3], 200).reshape(-1, 1),
)
x0.shape
(200, 500)
X_new = np.c_[x0.flatten(), x1.flatten()]
X_new
array([[0. , 0. ],
[0.01002004, 0. ],
[0.02004008, 0. ],
...,
[4.97995992, 2. ],
[4.98997996, 2. ],
[5. , 2. ]])
y_predict = per_clf.predict(X_new)
y_predict
array([1, 1, 1, ..., 0, 0, 0])
zz = y_predict.reshape(x0.shape)
zz
array([[1, 1, 1, ..., 0, 0, 0],
[1, 1, 1, ..., 0, 0, 0],
[1, 1, 1, ..., 0, 0, 0],
...,
[0, 0, 0, ..., 0, 0, 0],
[0, 0, 0, ..., 0, 0, 0],
[0, 0, 0, ..., 0, 0, 0]])
from matplotlib.colors import ListedColormap
_, ax = plt.subplots(figsize=(6, 4), dpi=100)
ax.plot(X[y == 0, 0], X[y == 0, 1], "bs", label="Not Iris-Setosa")
ax.plot(X[y == 1, 0], X[y == 1, 1], "yo", label="Iris-Setosa")
ax.plot([lims[0], lims[1]], [a * lims[0] + b, a * lims[1] + b],
"k-",
lw=3)
custom_cmap = ListedColormap(['#9898ff', '#fafab0'])
ax.contourf(x0, x1, zz, cmap=custom_cmap)
ax.set(xlabel="Petal length", ylabel="Petal width")
ax.legend(loc="lower right")
ax.axis(lims)
plt.show()
Activation functions¶
def sigmoid(z):
return 1 / (1 + np.exp(-z))
def relu(z):
return np.maximum(0, z)
def derivative(f, z, eps=0.000001):
return (f(z + eps) - f(z - eps))/(2 * eps)
z = np.linspace(-5, 5, 200)
_, axes = plt.subplots(1,
2,
figsize=(8, 3),
dpi=100,
sharex=True,
constrained_layout=True)
funcs = [np.sign, sigmoid, np.tanh, relu]
styles = ["r-", "g--", "b-", "m-."]
labels = ["Step", "Sigmoid", "Tanh", "ReLU"]
for func, style, label in zip(funcs, styles, labels):
axes[0].plot(z, func(z), style, label=label)
axes[1].plot(z, derivative(func, z), style, label=label)
titles = ["Activation functions", "Derivatives of activation functions"]
limss = [[-4, 4, -1.5, 1.5], [-4, 4, -.25, 1.25]]
for title, lims, ax in zip(titles, limss, axes.flatten()):
ax.axis(lims)
ax.set(title=title)
ax.grid(1)
ax.legend(loc="center right")
axes[1].plot(0, 0, "ro", markersize=5)
axes[1].plot(0, 0, "rx", markersize=10)
plt.show()
def heaviside(z):
return (z >= 0).astype(z.dtype)
def mlp_xor(x1, x2, activation=heaviside):
return activation(-activation(x1 + x2 - 1.5) + activation(x1 + x2 - 0.5) -
0.5)
x1s = np.linspace(-0.2, 1.2, 100)
x2s = np.linspace(-0.2, 1.2, 100)
x1, x2 = np.meshgrid(x1s, x2s)
z1 = mlp_xor(x1, x2, activation=heaviside)
z2 = mlp_xor(x1, x2, activation=sigmoid)
_, axes = plt.subplots(1, 2, figsize=(8, 3), dpi=100, constrained_layout=True)
z = [z1, z2]
funcs = ['heaviside', 'sigmoid']
for ind, ax in enumerate(axes):
ax.contourf(x1, x2, z[ind])
ax.plot([0, 1], [0, 1], "gs", ms=20)
ax.plot([0, 1], [1, 0], "y^", ms=20)
ax.set(title=f"Activation function: {funcs[ind]}")
ax.grid(1)
Building an Image Classifier¶
import tensorflow as tf
from tensorflow import keras
fashion_mnist = keras.datasets.fashion_mnist
(X_train_full, y_train_full), (X_test, y_test) = fashion_mnist.load_data()
X_train_full.shape
(60000, 28, 28)
X_train_full.dtype
dtype('uint8')
X_valid, X_train = X_train_full[:5000] / 255., X_train_full[5000:] / 255.
y_valid, y_train = y_train_full[:5000], y_train_full[5000:]
X_test = X_test / 255.
plt.imshow(X_train[0], cmap="binary")
plt.axis('off')
plt.show()
y_train
array([4, 0, 7, ..., 3, 0, 5], dtype=uint8)
class_names = [
"T-shirt/top", "Trouser", "Pullover", "Dress", "Coat", "Sandal", "Shirt",
"Sneaker", "Bag", "Ankle boot"
]
class_names[y_train[0]]
'Coat'
X_valid.shape
(5000, 28, 28)
X_test.shape
(10000, 28, 28)
_, axes = plt.subplots(4,
10,
figsize=(8, 4),
dpi=100,
constrained_layout=True)
for ind, ax in enumerate(axes.flatten()):
ax.imshow(X_train[ind], cmap="binary", interpolation="nearest")
ax.axis('off')
ax.set_title(class_names[y_train[ind]], fontsize='small')
plt.show()
model = keras.models.Sequential()
model.add(keras.layers.Flatten(input_shape=[28, 28]))
model.add(keras.layers.Dense(300, activation="relu"))
model.add(keras.layers.Dense(100, activation="relu"))
model.add(keras.layers.Dense(10, activation="softmax"))
2021-09-22 13:55:51.028156: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: SSE4.1 SSE4.2 AVX AVX2 FMA
To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.
keras.backend.clear_session()
np.random.seed(42)
tf.random.set_seed(42)
model = keras.models.Sequential([
keras.layers.Flatten(input_shape=[28, 28]),
keras.layers.Dense(300, activation="relu"),
keras.layers.Dense(100, activation="relu"),
keras.layers.Dense(10, activation="softmax")
])
model.layers
[<tensorflow.python.keras.layers.core.Flatten at 0x1417af280>,
<tensorflow.python.keras.layers.core.Dense at 0x1417af820>,
<tensorflow.python.keras.layers.core.Dense at 0x1417af4f0>,
<tensorflow.python.keras.layers.core.Dense at 0x1417a4700>]
model.summary()
Model: "sequential"
_________________________________________________________________
Layer (type) Output Shape Param #
=================================================================
flatten (Flatten) (None, 784) 0
_________________________________________________________________
dense (Dense) (None, 300) 235500
_________________________________________________________________
dense_1 (Dense) (None, 100) 30100
_________________________________________________________________
dense_2 (Dense) (None, 10) 1010
=================================================================
Total params: 266,610
Trainable params: 266,610
Non-trainable params: 0
_________________________________________________________________
import pydot
import graphviz
keras.utils.plot_model(model, "data/101/my_fashion_mnist_model.png", show_shapes=True)
hidden1 = model.layers[1]
hidden1.name
'dense'
model.get_layer(hidden1.name) is hidden1
True
weights, biases = hidden1.get_weights()
weights
array([[ 0.02448617, -0.00877795, -0.02189048, ..., -0.02766046,
0.03859074, -0.06889391],
[ 0.00476504, -0.03105379, -0.0586676 , ..., 0.00602964,
-0.02763776, -0.04165364],
[-0.06189284, -0.06901957, 0.07102345, ..., -0.04238207,
0.07121518, -0.07331658],
...,
[-0.03048757, 0.02155137, -0.05400612, ..., -0.00113463,
0.00228987, 0.05581069],
[ 0.07061854, -0.06960931, 0.07038955, ..., -0.00384101,
0.00034875, 0.02878492],
[-0.06022581, 0.01577859, -0.02585464, ..., -0.00527829,
0.00272203, -0.06793761]], dtype=float32)
weights.shape
(784, 300)
biases
array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.], dtype=float32)
biases.shape
(300,)
model.compile(loss="sparse_categorical_crossentropy",
optimizer="sgd",
metrics=["accuracy"])
history = model.fit(X_train, y_train, epochs=30,
validation_data=(X_valid, y_valid))
2021-09-22 13:55:52.581509: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2)
Epoch 1/30
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1719/1719 [==============================] - 6s 3ms/step - loss: 0.5028 - accuracy: 0.8260 - val_loss: 0.4354 - val_accuracy: 0.8522
Epoch 3/30
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1719/1719 [==============================] - 9s 5ms/step - loss: 0.4484 - accuracy: 0.8425 - val_loss: 0.5316 - val_accuracy: 0.7988
Epoch 4/30
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Epoch 5/30
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1719/1719 [==============================] - 9s 5ms/step - loss: 0.4060 - accuracy: 0.8582 - val_loss: 0.3745 - val_accuracy: 0.8690
Epoch 6/30
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1719/1719 [==============================] - 7s 4ms/step - loss: 0.3751 - accuracy: 0.8679 - val_loss: 0.3707 - val_accuracy: 0.8728
Epoch 7/30
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1719/1719 [==============================] - 5s 3ms/step - loss: 0.3649 - accuracy: 0.8710 - val_loss: 0.3630 - val_accuracy: 0.8718
Epoch 8/30
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1719/1719 [==============================] - 7s 4ms/step - loss: 0.3476 - accuracy: 0.8755 - val_loss: 0.3849 - val_accuracy: 0.8620
Epoch 9/30
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1719/1719 [==============================] - 7s 4ms/step - loss: 0.3482 - accuracy: 0.8756 - val_loss: 0.3597 - val_accuracy: 0.8682
Epoch 10/30
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1719/1719 [==============================] - 12s 7ms/step - loss: 0.3293 - accuracy: 0.8840 - val_loss: 0.3431 - val_accuracy: 0.8780
Epoch 11/30
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Epoch 12/30
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1719/1719 [==============================] - 5s 3ms/step - loss: 0.3121 - accuracy: 0.8869 - val_loss: 0.3308 - val_accuracy: 0.8832
Epoch 13/30
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1719/1719 [==============================] - 6s 3ms/step - loss: 0.3050 - accuracy: 0.8899 - val_loss: 0.3274 - val_accuracy: 0.8870
Epoch 14/30
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1719/1719 [==============================] - 5s 3ms/step - loss: 0.2988 - accuracy: 0.8918 - val_loss: 0.3407 - val_accuracy: 0.8774
Epoch 15/30
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1719/1719 [==============================] - 5s 3ms/step - loss: 0.2931 - accuracy: 0.8948 - val_loss: 0.3212 - val_accuracy: 0.8858
Epoch 16/30
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1719/1719 [==============================] - 6s 3ms/step - loss: 0.2859 - accuracy: 0.8981 - val_loss: 0.3093 - val_accuracy: 0.8902
Epoch 17/30
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Epoch 18/30
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1719/1719 [==============================] - 5s 3ms/step - loss: 0.2774 - accuracy: 0.9005 - val_loss: 0.3136 - val_accuracy: 0.8910
Epoch 19/30
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1719/1719 [==============================] - 5s 3ms/step - loss: 0.2736 - accuracy: 0.9023 - val_loss: 0.3127 - val_accuracy: 0.8908
Epoch 20/30
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1719/1719 [==============================] - 5s 3ms/step - loss: 0.2692 - accuracy: 0.9045 - val_loss: 0.3281 - val_accuracy: 0.8818
Epoch 21/30
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1719/1719 [==============================] - 5s 3ms/step - loss: 0.2666 - accuracy: 0.9055 - val_loss: 0.3057 - val_accuracy: 0.8926
Epoch 22/30
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1719/1719 [==============================] - 5s 3ms/step - loss: 0.2610 - accuracy: 0.9056 - val_loss: 0.2963 - val_accuracy: 0.8962
Epoch 23/30
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1719/1719 [==============================] - 9s 5ms/step - loss: 0.2545 - accuracy: 0.9074 - val_loss: 0.3000 - val_accuracy: 0.8918
Epoch 24/30
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Epoch 25/30
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Epoch 26/30
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Epoch 27/30
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1719/1719 [==============================] - 5s 3ms/step - loss: 0.2366 - accuracy: 0.9166 - val_loss: 0.3013 - val_accuracy: 0.8956
Epoch 28/30
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1719/1719 [==============================] - 6s 4ms/step - loss: 0.2309 - accuracy: 0.9168 - val_loss: 0.2995 - val_accuracy: 0.8942
Epoch 29/30
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1719/1719 [==============================] - 5s 3ms/step - loss: 0.2273 - accuracy: 0.9175 - val_loss: 0.3055 - val_accuracy: 0.8890
Epoch 30/30
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1719/1719 [==============================] - 5s 3ms/step - loss: 0.2245 - accuracy: 0.9206 - val_loss: 0.3013 - val_accuracy: 0.8930
history.params
{'verbose': 1, 'epochs': 30, 'steps': 1719}
print(history.epoch)
[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29]
history.history.keys()
dict_keys(['loss', 'accuracy', 'val_loss', 'val_accuracy'])
_, ax = plt.subplots(figsize=(6, 4), dpi=100)
for i in history.history.keys():
ax.plot(history.history.get(i), label=i)
ax.legend()
ax.set(ylim=(0, 1))
ax.grid(1)
model.evaluate(X_test, y_test)
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313/313 [==============================] - 1s 2ms/step - loss: 0.3353 - accuracy: 0.8820
[0.3352515995502472, 0.8820000290870667]
X_new = X_test[:3]
y_proba = model.predict(X_new)
y_proba.round(2)
array([[0. , 0. , 0. , 0. , 0. , 0.01, 0. , 0.03, 0. , 0.96],
[0. , 0. , 0.98, 0. , 0.02, 0. , 0. , 0. , 0. , 0. ],
[0. , 1. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. ]],
dtype=float32)
model.predict(X_new)
array([[4.1024000e-06, 4.2761562e-07, 7.7352219e-05, 8.9763398e-06,
3.7400682e-06, 1.1412925e-02, 7.8980111e-06, 2.8233122e-02,
7.8887114e-04, 9.5946258e-01],
[1.1116678e-05, 3.6214793e-08, 9.8210180e-01, 1.5544003e-08,
1.7581107e-02, 1.9387754e-11, 3.0586790e-04, 1.2198677e-11,
7.3210291e-09, 3.6714097e-11],
[2.8578486e-06, 9.9999654e-01, 2.0927594e-08, 4.1734179e-07,
1.2935442e-07, 1.8845613e-13, 5.0816507e-10, 4.4625967e-13,
8.3641147e-09, 2.6737662e-12]], dtype=float32)
y_pred = np.argmax(model.predict(X_new), axis=-1)
y_pred
array([9, 2, 1])
np.array(class_names)[y_pred]
array(['Ankle boot', 'Pullover', 'Trouser'], dtype='<U11')
y_new = y_test[:3]
y_new
array([9, 2, 1], dtype=uint8)
_, axes = plt.subplots(1, 3, figsize=(6, 2), dpi=100, constrained_layout=True)
for ind, (ax, image) in enumerate(zip(axes.flatten(), X_new)):
ax.imshow(image, cmap="binary", interpolation="nearest")
ax.axis('off')
ax.set(title=class_names[y_test[ind]])
plt.show()
Regression MLP¶
from sklearn.datasets import fetch_california_housing
from sklearn.model_selection import train_test_split
from sklearn.preprocessing import StandardScaler
housing = fetch_california_housing()
X_train_full, X_test, y_train_full, y_test = train_test_split(housing.data,
housing.target,
random_state=42)
X_train, X_valid, y_train, y_valid = train_test_split(X_train_full,
y_train_full,
random_state=42)
scaler = StandardScaler()
X_train = scaler.fit_transform(X_train)
X_valid = scaler.transform(X_valid)
X_test = scaler.transform(X_test)
np.random.seed(42)
tf.random.set_seed(42)
model = keras.models.Sequential([
keras.layers.Dense(30, activation="relu", input_shape=X_train.shape[1:]),
keras.layers.Dense(1)
])
model.compile(loss="mean_squared_error",
optimizer=keras.optimizers.SGD(lr=1e-3))
history = model.fit(X_train,
y_train,
epochs=20,
validation_data=(X_valid, y_valid))
mse_test = model.evaluate(X_test, y_test)
X_new = X_test[:3]
y_pred = model.predict(X_new)
Epoch 1/20
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363/363 [==============================] - ETA: 0s - loss: 2.2673
363/363 [==============================] - 1s 2ms/step - loss: 2.2656 - val_loss: 0.8560
Epoch 2/20
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363/363 [==============================] - 1s 2ms/step - loss: 0.7413 - val_loss: 0.6531
Epoch 3/20
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363/363 [==============================] - 1s 2ms/step - loss: 0.6604 - val_loss: 0.6099
Epoch 4/20
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363/363 [==============================] - 1s 3ms/step - loss: 0.6245 - val_loss: 0.5658
Epoch 5/20
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363/363 [==============================] - 1s 2ms/step - loss: 0.5770 - val_loss: 0.5355
Epoch 6/20
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350/363 [===========================>..] - ETA: 0s - loss: 0.5615
363/363 [==============================] - 1s 2ms/step - loss: 0.5609 - val_loss: 0.5173
Epoch 7/20
1/363 [..............................] - ETA: 0s - loss: 0.8734
35/363 [=>............................] - ETA: 0s - loss: 0.6283
77/363 [=====>........................] - ETA: 0s - loss: 0.6036
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288/363 [======================>.......] - ETA: 0s - loss: 0.5552
325/363 [=========================>....] - ETA: 0s - loss: 0.5526
363/363 [==============================] - 1s 2ms/step - loss: 0.5500 - val_loss: 0.5081
Epoch 8/20
1/363 [..............................] - ETA: 0s - loss: 0.3169
49/363 [===>..........................] - ETA: 0s - loss: 0.5916
98/363 [=======>......................] - ETA: 0s - loss: 0.5554
148/363 [===========>..................] - ETA: 0s - loss: 0.5393
189/363 [==============>...............] - ETA: 0s - loss: 0.5305
229/363 [=================>............] - ETA: 0s - loss: 0.5253
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320/363 [=========================>....] - ETA: 0s - loss: 0.5212
363/363 [==============================] - 1s 1ms/step - loss: 0.5200 - val_loss: 0.4799
Epoch 9/20
1/363 [..............................] - ETA: 0s - loss: 0.3352
49/363 [===>..........................] - ETA: 0s - loss: 0.4767
97/363 [=======>......................] - ETA: 0s - loss: 0.4905
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353/363 [============================>.] - ETA: 0s - loss: 0.5053
363/363 [==============================] - 0s 1ms/step - loss: 0.5051 - val_loss: 0.4690
Epoch 10/20
1/363 [..............................] - ETA: 0s - loss: 0.6639
53/363 [===>..........................] - ETA: 0s - loss: 0.4920
106/363 [=======>......................] - ETA: 0s - loss: 0.4953
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351/363 [============================>.] - ETA: 0s - loss: 0.4911
363/363 [==============================] - 1s 1ms/step - loss: 0.4910 - val_loss: 0.4656
Epoch 11/20
1/363 [..............................] - ETA: 0s - loss: 0.3854
50/363 [===>..........................] - ETA: 0s - loss: 0.4727
101/363 [=======>......................] - ETA: 0s - loss: 0.4706
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307/363 [========================>.....] - ETA: 0s - loss: 0.4797
353/363 [============================>.] - ETA: 0s - loss: 0.4795
363/363 [==============================] - 0s 1ms/step - loss: 0.4794 - val_loss: 0.4482
Epoch 12/20
1/363 [..............................] - ETA: 0s - loss: 0.5011
53/363 [===>..........................] - ETA: 0s - loss: 0.4525
104/363 [=======>......................] - ETA: 0s - loss: 0.4659
155/363 [===========>..................] - ETA: 0s - loss: 0.4669
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315/363 [=========================>....] - ETA: 0s - loss: 0.4648
344/363 [===========================>..] - ETA: 0s - loss: 0.4654
363/363 [==============================] - 1s 2ms/step - loss: 0.4656 - val_loss: 0.4479
Epoch 13/20
1/363 [..............................] - ETA: 0s - loss: 0.3937
18/363 [>.............................] - ETA: 1s - loss: 0.3887
30/363 [=>............................] - ETA: 1s - loss: 0.4062
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80/363 [=====>........................]
- ETA: 0s - loss: 0.4532
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120/363 [========>.....................] - ETA: 0s - loss: 0.4672
149/363 [===========>..................] - ETA: 0s - loss: 0.4727
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329/363 [==========================>...] - ETA: 0s - loss: 0.4702
337/363 [==========================>...] - ETA: 0s - loss: 0.4699
351/363 [============================>.] - ETA: 0s - loss: 0.4695
363/363 [==============================] - 1s 3ms/step - loss: 0.4693 - val_loss: 0.4296
Epoch 14/20
1/363 [..............................] - ETA: 0s - loss: 0.4086
33/363 [=>............................] - ETA: 0s - loss: 0.4505
52/363 [===>..........................] - ETA: 0s - loss: 0.4499
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342/363 [===========================>..] - ETA: 0s - loss: 0.4537
363/363 [==============================] - 1s 3ms/step - loss: 0.4537 - val_loss: 0.4233
Epoch 15/20
1/363 [..............................] - ETA: 0s - loss: 1.5197
22/363 [>.............................] - ETA: 0s - loss: 0.6293
39/363 [==>...........................] - ETA: 0s - loss: 0.5608
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349/363 [===========================>..] - ETA: 0s - loss: 0.4590
363/363 [==============================] - 2s 5ms/step - loss: 0.4586 - val_loss: 0.4176
Epoch 16/20
1/363 [..............................] - ETA: 1s - loss: 0.2503
20/363 [>.............................] - ETA: 0s - loss: 0.4449
44/363 [==>...........................] - ETA: 0s - loss: 0.4668
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149/363 [===========>..................] - ETA: 0s - loss: 0.4693
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202/363 [===============>..............] - ETA: 0s - loss: 0.4684
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253/363 [===================>..........] - ETA: 0s - loss: 0.4661
276/363 [=====================>........] - ETA: 0s - loss: 0.4649
299/363 [=======================>......] - ETA: 0s - loss: 0.4641
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339/363 [===========================>..] - ETA: 0s - loss: 0.4624
354/363 [============================>.] - ETA: 0s - loss: 0.4617
363/363 [==============================] - 1s 3ms/step - loss: 0.4612 - val_loss: 0.4123
Epoch 17/20
1/363 [..............................] - ETA: 1s - loss: 0.2901
28/363 [=>............................] - ETA: 0s - loss: 0.5037
55/363 [===>..........................] - ETA: 0s - loss: 0.4923
82/363 [=====>........................] - ETA: 0s - loss: 0.4779
109/363 [========>.....................] - ETA: 0s - loss: 0.4682
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257/363 [====================>.........] - ETA: 0s - loss: 0.4481
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359/363 [============================>.] - ETA: 0s - loss: 0.4450
363/363 [==============================] - 1s 4ms/step - loss: 0.4449 - val_loss: 0.4071
Epoch 18/20
1/363 [..............................] - ETA: 1s - loss: 0.7042
26/363 [=>............................] - ETA: 0s - loss: 0.4759
45/363 [==>...........................] - ETA: 0s - loss: 0.4618
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343/363 [===========================>..] - ETA: 0s - loss: 0.4410
363/363 [==============================] - 1s 4ms/step - loss: 0.4407 - val_loss: 0.4037
Epoch 19/20
1/363 [..............................] - ETA: 0s - loss: 0.3131
25/363 [=>............................] - ETA: 0s - loss: 0.3887
41/363 [==>...........................] - ETA: 0s - loss: 0.3898
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- ETA: 0s - loss: 0.4098
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327/363 [==========================>...] - ETA: 0s - loss: 0.4166
363/363 [==============================] - 1s 3ms/step - loss: 0.4184 - val_loss: 0.4000
Epoch 20/20
1/363 [..............................] - ETA: 0s - loss: 0.3163
51/363 [===>..........................] - ETA: 0s - loss: 0.3806
103/363 [=======>......................] - ETA: 0s - loss: 0.3920
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325/363 [=========================>....] - ETA: 0s - loss: 0.4111
350/363 [===========================>..] - ETA: 0s - loss: 0.4122
363/363 [==============================] - 1s 2ms/step - loss: 0.4128 - val_loss: 0.3969
1/162 [..............................] - ETA: 2s - loss: 0.4649
61/162 [==========>...................] - ETA: 0s - loss: 0.4451
122/162 [=====================>........] - ETA: 0s - loss: 0.4284
162/162 [==============================] - 0s 852us/step - loss: 0.4212
_, ax = plt.subplots(figsize=(6, 4), dpi=100)
for i in history.history.keys():
ax.plot(history.history.get(i), label=i)
ax.legend()
ax.set(ylim=(0, 1))
ax.grid(1)
y_pred
array([[0.38856643],
[1.6792021 ],
[3.1022797 ]], dtype=float32)
Functional API¶
np.random.seed(42)
tf.random.set_seed(42)
input_ = keras.layers.Input(shape=X_train.shape[1:])
hidden1 = keras.layers.Dense(30, activation="relu")(input_)
hidden2 = keras.layers.Dense(30, activation="relu")(hidden1)
concat = keras.layers.concatenate([input_, hidden2])
output = keras.layers.Dense(1)(concat)
model = keras.models.Model(inputs=[input_], outputs=[output])
model.summary()
Model: "model"
__________________________________________________________________________________________________
Layer (type) Output Shape Param # Connected to
==================================================================================================
input_1 (InputLayer) [(None, 8)] 0
__________________________________________________________________________________________________
dense_5 (Dense) (None, 30) 270 input_1[0][0]
__________________________________________________________________________________________________
dense_6 (Dense) (None, 30) 930 dense_5[0][0]
__________________________________________________________________________________________________
concatenate (Concatenate) (None, 38) 0 input_1[0][0]
dense_6[0][0]
__________________________________________________________________________________________________
dense_7 (Dense) (None, 1) 39 concatenate[0][0]
==================================================================================================
Total params: 1,239
Trainable params: 1,239
Non-trainable params: 0
__________________________________________________________________________________________________
model.compile(loss="mean_squared_error",
optimizer=keras.optimizers.SGD(lr=1e-3))
history = model.fit(X_train,
y_train,
epochs=20,
validation_data=(X_valid, y_valid))
mse_test = model.evaluate(X_test, y_test)
y_pred = model.predict(X_new)
Epoch 1/20
1/363 [..............................] - ETA: 2:09 - loss: 4.1042
48/363 [==>...........................] - ETA: 0s - loss: 3.4743
95/363 [======>.......................] - ETA: 0s - loss: 3.0371
130/363 [=========>....................] - ETA: 0s - loss: 2.7851
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223/363 [=================>............] - ETA: 0s - loss: 2.3313
266/363 [====================>.........] - ETA: 0s - loss: 2.2027
308/363 [========================>.....] - ETA: 0s - loss: 2.0948
323/363 [=========================>....] - ETA: 0s - loss: 2.0598
336/363 [==========================>...] - ETA: 0s - loss: 2.0310
347/363 [===========================>..] - ETA: 0s - loss: 2.0075
363/363 [==============================] - 1s 3ms/step - loss: 1.9731 - val_loss: 3.3940
Epoch 2/20
1/363 [..............................] - ETA: 0s - loss: 0.5472
31/363 [=>............................] - ETA: 0s - loss: 1.2983
63/363 [====>.........................] - ETA: 0s - loss: 1.0993
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127/363 [=========>....................] - ETA: 0s - loss: 0.9249
163/363 [============>.................] - ETA: 0s - loss: 0.8778
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275/363 [=====================>........] - ETA: 0s - loss: 0.7974
306/363 [========================>.....] - ETA: 0s - loss: 0.7838
319/363 [=========================>....] - ETA: 0s - loss: 0.7786
357/363 [============================>.] - ETA: 0s - loss: 0.7659
363/363 [==============================] - 1s 3ms/step - loss: 0.7638 - val_loss: 0.9360
Epoch 3/20
1/363 [..............................] - ETA: 0s - loss: 0.4485
38/363 [==>...........................] - ETA: 0s - loss: 0.6533
80/363 [=====>........................] - ETA: 0s - loss: 0.6272
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273/363 [=====================>........] - ETA: 0s - loss: 0.6083
305/363 [========================>.....] - ETA: 0s - loss: 0.6067
333/363 [==========================>...] - ETA: 0s - loss: 0.6059
363/363 [==============================] - 1s 2ms/step - loss: 0.6045 - val_loss: 0.5649
Epoch 4/20
1/363 [..............................] - ETA: 0s - loss: 0.3124
41/363 [==>...........................] - ETA: 0s - loss: 0.6296
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350/363 [===========================>..] - ETA: 0s - loss: 0.5873
363/363 [==============================] - 1s 3ms/step - loss: 0.5862 - val_loss: 0.5712
Epoch 5/20
1/363 [..............................] - ETA: 0s - loss: 0.6950
42/363 [==>...........................] - ETA: 0s - loss: 0.5702
71/363 [====>.........................] - ETA: 0s - loss: 0.5682
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295/363 [=======================>......] - ETA: 0s - loss: 0.5486
333/363 [==========================>...] - ETA: 0s - loss: 0.5464
363/363 [==============================] - 1s 2ms/step - loss: 0.5452 - val_loss: 0.5045
Epoch 6/20
1/363 [..............................] - ETA: 0s - loss: 0.4214
38/363 [==>...........................] - ETA: 0s - loss: 0.5398
74/363 [=====>........................] - ETA: 0s - loss: 0.5479
107/363 [=======>......................] - ETA: 0s - loss: 0.5418
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202/363 [===============>..............] - ETA: 0s - loss: 0.5329
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271/363 [=====================>........] - ETA: 0s - loss: 0.5281
307/363 [========================>.....] - ETA: 0s - loss: 0.5264
348/363 [===========================>..] - ETA: 0s - loss: 0.5248
363/363 [==============================] - 1s 2ms/step - loss: 0.5243 - val_loss: 0.4831
Epoch 7/20
1/363 [..............................] - ETA: 0s - loss: 0.8038
46/363 [==>...........................] - ETA: 0s - loss: 0.5821
87/363 [======>.......................] - ETA: 0s - loss: 0.5624
132/363 [=========>....................] - ETA: 0s - loss: 0.5468
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167/363 [============>.................] - ETA: 0s - loss: 0.5405
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345/363 [===========================>..] - ETA: 0s - loss: 0.5196
363/363 [==============================] - 1s 2ms/step - loss: 0.5185 - val_loss: 0.4639
Epoch 8/20
1/363 [..............................] - ETA: 1s - loss: 0.3200
31/363 [=>............................] - ETA: 0s - loss: 0.5744
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350/363 [===========================>..] - ETA: 0s - loss: 0.4951
363/363 [==============================] - 1s 2ms/step - loss: 0.4947 - val_loss: 0.4638
Epoch 9/20
1/363 [..............................] - ETA: 3s - loss: 0.3311
28/363 [=>............................] - ETA: 0s - loss: 0.4422
54/363 [===>..........................] - ETA: 0s - loss: 0.4525
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167/363 [============>.................] - ETA: 0s - loss: 0.4724
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245/363 [===================>..........] - ETA: 0s - loss: 0.4771
287/363 [======================>.......] - ETA: 0s - loss: 0.4779
324/363 [=========================>....] - ETA: 0s - loss: 0.4783
363/363 [==============================] - 1s 2ms/step - loss: 0.4782 - val_loss: 0.4421
Epoch 10/20
1/363 [..............................] - ETA: 1s - loss: 0.7381
26/363 [=>............................] - ETA: 0s - loss: 0.4770
42/363 [==>...........................] - ETA: 0s - loss: 0.4711
61/363 [====>.........................] - ETA: 0s - loss: 0.4709
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295/363 [=======================>......] - ETA: 0s - loss: 0.4718
337/363 [==========================>...] - ETA: 0s - loss: 0.4712
363/363 [==============================] - 1s 2ms/step - loss: 0.4708 - val_loss: 0.4313
Epoch 11/20
1/363 [..............................] - ETA: 2s - loss: 0.3539
30/363 [=>............................] - ETA: 0s - loss: 0.4397
69/363 [====>.........................] - ETA: 0s - loss: 0.4462
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281/363 [======================>.......] - ETA: 0s - loss: 0.4581
302/363 [=======================>......] - ETA: 0s - loss: 0.4585
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353/363 [============================>.] - ETA: 0s - loss: 0.4585
363/363 [==============================] - 1s 2ms/step - loss: 0.4585 - val_loss: 0.4345
Epoch 12/20
1/363 [..............................] - ETA: 0s - loss: 0.4532
36/363 [=>............................] - ETA: 0s - loss: 0.4326
68/363 [====>.........................] - ETA: 0s - loss: 0.4459
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167/363 [============>.................] - ETA: 0s - loss: 0.4503
184/363 [==============>...............] - ETA: 0s - loss: 0.4493
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291/363 [=======================>......] - ETA: 0s - loss: 0.4472
337/363 [==========================>...] - ETA: 0s - loss: 0.4478
363/363 [==============================] - 1s 2ms/step - loss: 0.4481 - val_loss: 0.4168
Epoch 13/20
1/363 [..............................] - ETA: 1s - loss: 0.3749
32/363 [=>............................] - ETA: 0s - loss: 0.3968
63/363 [====>.........................] - ETA: 0s - loss: 0.4261
99/363 [=======>......................] - ETA: 0s - loss: 0.4418
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154/363 [===========>..................] - ETA: 0s - loss: 0.4517
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307/363 [========================>.....] - ETA: 0s - loss: 0.4492
317/363 [=========================>....] - ETA: 0s - loss: 0.4488
336/363 [==========================>...] - ETA: 0s - loss: 0.4480
363/363 [==============================] - 1s 3ms/step - loss: 0.4476 - val_loss: 0.4230
Epoch 14/20
1/363 [..............................] - ETA: 0s - loss: 0.3800
46/363 [==>...........................] - ETA: 0s - loss: 0.4313
76/363 [=====>........................] - ETA: 0s - loss: 0.4314
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334/363 [==========================>...] - ETA: 0s - loss: 0.4361
350/363 [===========================>..] - ETA: 0s - loss: 0.4361
363/363 [==============================] - 1s 3ms/step - loss: 0.4361 - val_loss: 0.4047
Epoch 15/20
1/363 [..............................] - ETA: 0s - loss: 1.4559
42/363 [==>...........................] - ETA: 0s - loss: 0.5260
90/363 [======>.......................] - ETA: 0s - loss: 0.4759
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346/363 [===========================>..] - ETA: 0s - loss: 0.4396
363/363 [==============================] - 1s 2ms/step - loss: 0.4392 - val_loss: 0.4078
Epoch 16/20
1/363 [..............................] - ETA: 0s - loss: 0.2607
36/363 [=>............................] - ETA: 0s - loss: 0.4401
71/363 [====>.........................] - ETA: 0s - loss: 0.4435
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361/363 [============================>.] - ETA: 0s - loss: 0.4421
363/363 [==============================] - 1s 2ms/step - loss: 0.4420 - val_loss: 0.3938
Epoch 17/20
1/363 [..............................] - ETA: 0s - loss: 0.2531
33/363 [=>............................] - ETA: 0s - loss: 0.4850
68/363 [====>.........................] - ETA: 0s - loss: 0.4694
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210/363 [================>.............] - ETA: 0s - loss: 0.4347
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303/363 [========================>.....] - ETA: 0s - loss: 0.4293
338/363 [==========================>...] - ETA: 0s - loss: 0.4282
363/363 [==============================] - 1s 2ms/step - loss: 0.4277 - val_loss: 0.3952
Epoch 18/20
1/363 [..............................] - ETA: 0s - loss: 0.5731
52/363 [===>..........................] - ETA: 0s - loss: 0.4273
102/363 [=======>......................] - ETA: 0s - loss: 0.4198
148/363 [===========>..................] - ETA: 0s - loss: 0.4239
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239/363 [==================>...........] - ETA: 0s - loss: 0.4229
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282/363 [======================>.......] - ETA: 0s - loss: 0.4226
314/363 [========================>.....] - ETA: 0s - loss: 0.4221
345/363 [===========================>..] - ETA: 0s - loss: 0.4218
363/363 [==============================] - 1s 2ms/step - loss: 0.4216 - val_loss: 0.3860
Epoch 19/20
1/363 [..............................] - ETA: 0s - loss: 0.3057
33/363 [=>............................] - ETA: 0s - loss: 0.3747
53/363 [===>..........................] - ETA: 0s - loss: 0.3799
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283/363 [======================>.......] - ETA: 0s - loss: 0.3999
306/363 [========================>.....] - ETA: 0s - loss: 0.4011
332/363 [==========================>...] - ETA: 0s - loss: 0.4023
358/363 [============================>.] - ETA: 0s - loss: 0.4032
363/363 [==============================] - 1s 2ms/step - loss: 0.4033 - val_loss: 0.3827
Epoch 20/20
1/363 [..............................] - ETA: 0s - loss: 0.3222
51/363 [===>..........................] - ETA: 0s - loss: 0.3637
88/363 [======>.......................] - ETA: 0s - loss: 0.3715
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310/363 [========================>.....] - ETA: 0s - loss: 0.3914
339/363 [===========================>..] - ETA: 0s - loss: 0.3927
363/363 [==============================] - 1s 2ms/step - loss: 0.3939 - val_loss: 0.4054
1/162 [..............................] - ETA: 4s - loss: 0.4419
40/162 [======>.......................] - ETA: 0s - loss: 0.4306
87/162 [===============>..............] - ETA: 0s - loss: 0.4075
141/162 [=========================>....] - ETA: 0s - loss: 0.4064
162/162 [==============================] - 0s 1ms/step - loss: 0.4032
np.random.seed(42)
tf.random.set_seed(42)
input_A = keras.layers.Input(shape=[5], name="wide_input")
input_B = keras.layers.Input(shape=[6], name="deep_input")
hidden1 = keras.layers.Dense(30, activation="relu")(input_B)
hidden2 = keras.layers.Dense(30, activation="relu")(hidden1)
concat = keras.layers.concatenate([input_A, hidden2])
output = keras.layers.Dense(1, name="output")(concat)
model = keras.models.Model(inputs=[input_A, input_B], outputs=[output])
model.compile(loss="mse", optimizer=keras.optimizers.SGD(lr=1e-3))
X_train_A, X_train_B = X_train[:, :5], X_train[:, 2:]
X_valid_A, X_valid_B = X_valid[:, :5], X_valid[:, 2:]
X_test_A, X_test_B = X_test[:, :5], X_test[:, 2:]
X_new_A, X_new_B = X_test_A[:3], X_test_B[:3]
history = model.fit((X_train_A, X_train_B),
y_train,
epochs=20,
validation_data=((X_valid_A, X_valid_B), y_valid))
mse_test = model.evaluate((X_test_A, X_test_B), y_test)
y_pred = model.predict((X_new_A, X_new_B))
Epoch 1/20
1/363 [..............................] - ETA: 3:31 - loss: 7.0091
34/363 [=>............................] - ETA: 0s - loss: 6.0476
66/363 [====>.........................] - ETA: 0s - loss: 5.4853
99/363 [=======>......................] - ETA: 0s - loss: 5.0303
135/363 [==========>...................] - ETA: 0s - loss: 4.6221
178/363 [=============>................] - ETA: 0s - loss: 4.2329
214/363 [================>.............] - ETA: 0s - loss: 3.9633
231/363 [==================>...........] - ETA: 0s - loss: 3.8507
256/363 [====================>.........] - ETA: 0s - loss: 3.6993
277/363 [=====================>........] - ETA: 0s - loss: 3.5839
297/363 [=======================>......] - ETA: 0s - loss: 3.4828
319/363 [=========================>....] - ETA: 0s - loss: 3.3799
336/363 [==========================>...] - ETA: 0s - loss: 3.3061
346/363 [===========================>..] - ETA: 0s - loss: 3.2648
357/363 [============================>.] - ETA: 0s - loss: 3.2211
363/363 [==============================] - 2s 4ms/step - loss: 3.1941 - val_loss: 0.8072
Epoch 2/20
1/363 [..............................] - ETA: 1s - loss: 0.5675
21/363 [>.............................] - ETA: 0s - loss: 0.8978
36/363 [=>............................] - ETA: 0s - loss: 0.8713
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191/363 [==============>...............] - ETA: 0s - loss: 0.7609
212/363 [================>.............] - ETA: 0s - loss: 0.7546
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340/363 [===========================>..] - ETA: 0s - loss: 0.7280
352/363 [============================>.] - ETA: 0s - loss: 0.7263
363/363 [==============================] - 1s 3ms/step - loss: 0.7247 - val_loss: 0.6658
Epoch 3/20
1/363 [..............................] - ETA: 1s - loss: 0.4515
18/363 [>.............................] - ETA: 1s - loss: 0.6529
37/363 [==>...........................] - ETA: 0s - loss: 0.6433
61/363 [====>.........................] - ETA: 0s - loss: 0.6322
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176/363 [=============>................] - ETA: 0s - loss: 0.6266
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278/363 [=====================>........] - ETA: 0s - loss: 0.6218
310/363 [========================>.....] - ETA: 0s - loss: 0.6201
338/363 [==========================>...] - ETA: 0s - loss: 0.6190
363/363 [==============================] - 1s 2ms/step - loss: 0.6176 - val_loss: 0.5687
Epoch 4/20
1/363 [..............................] - ETA: 0s - loss: 0.2980
34/363 [=>............................] - ETA: 0s - loss: 0.5986
74/363 [=====>........................] - ETA: 0s - loss: 0.6073
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135/363 [==========>...................] - ETA: 0s - loss: 0.5992
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222/363 [=================>............] - ETA: 0s - loss: 0.5908
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299/363 [=======================>......] - ETA: 0s - loss: 0.5845
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359/363 [============================>.] - ETA: 0s - loss: 0.5802
363/363 [==============================] - 1s 3ms/step - loss: 0.5799 - val_loss: 0.5296
Epoch 5/20
1/363 [..............................] - ETA: 1s - loss: 0.6824
22/363 [>.............................] - ETA: 0s - loss: 0.5489
57/363 [===>..........................] - ETA: 0s - loss: 0.5589
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215/363 [================>.............] - ETA: 0s - loss: 0.5501
245/363 [===================>..........] - ETA: 0s - loss: 0.5473
278/363 [=====================>........] - ETA: 0s - loss: 0.5450
315/363 [=========================>....] - ETA: 0s - loss: 0.5427
352/363 [============================>.] - ETA: 0s - loss: 0.5412
363/363 [==============================] - 1s 2ms/step - loss: 0.5409 - val_loss: 0.4993
Epoch 6/20
1/363 [..............................] - ETA: 0s - loss: 0.4222
30/363 [=>............................] - ETA: 0s - loss: 0.5168
64/363 [====>.........................] - ETA: 0s - loss: 0.5318
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339/363 [===========================>..] - ETA: 0s - loss: 0.5177
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351/363 [============================>.] - ETA: 0s - loss: 0.5175
361/363 [============================>.] - ETA: 0s - loss: 0.5173
363/363 [==============================] - 1s 4ms/step - loss: 0.5173 - val_loss: 0.4811
Epoch 7/20
1/363 [..............................] - ETA: 0s - loss: 0.7768
21/363 [>.............................] - ETA: 0s - loss: 0.5863
37/363 [==>...........................] - ETA: 0s - loss: 0.5795
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340/363 [===========================>..] - ETA: 0s - loss: 0.5202
356/363 [============================>.] - ETA: 0s - loss: 0.5191
363/363 [==============================] - 1s 3ms/step - loss: 0.5186 - val_loss: 0.4696
Epoch 8/20
1/363 [..............................] - ETA: 1s - loss: 0.3285
37/363 [==>...........................] - ETA: 0s - loss: 0.5950
52/363 [===>..........................] - ETA: 0s - loss: 0.5821
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297/363 [=======================>......] - ETA: 0s - loss: 0.5013
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339/363 [===========================>..] - ETA: 0s - loss: 0.4988
353/363 [============================>.] - ETA: 0s - loss: 0.4982
363/363 [==============================] - 1s 4ms/step - loss: 0.4977 - val_loss: 0.4496
Epoch 9/20
1/363 [..............................] - ETA: 0s - loss: 0.3196
23/363 [>.............................] - ETA: 0s - loss: 0.4384
47/363 [==>...........................] - ETA: 0s - loss: 0.4470
72/363 [====>.........................] - ETA: 0s - loss: 0.4543
106/363 [=======>......................] - ETA: 0s - loss: 0.4618
137/363 [==========>...................] - ETA: 0s - loss: 0.4668
164/363 [============>.................] - ETA: 0s - loss: 0.4707
183/363 [==============>...............] - ETA: 0s - loss: 0.4723
204/363 [===============>..............] - ETA: 0s - loss: 0.4737
213/363 [================>.............] - ETA: 0s - loss: 0.4742
224/363 [=================>............] - ETA: 0s - loss: 0.4746
247/363 [===================>..........] - ETA: 0s - loss: 0.4756
269/363 [=====================>........] - ETA: 0s - loss: 0.4761
293/363 [=======================>......] - ETA: 0s - loss: 0.4765
326/363 [=========================>....] - ETA: 0s - loss: 0.4767
357/363 [============================>.] - ETA: 0s - loss: 0.4766
363/363 [==============================] - 1s 3ms/step - loss: 0.4765 - val_loss: 0.4404
Epoch 10/20
1/363 [..............................] - ETA: 0s - loss: 0.6851
29/363 [=>............................] - ETA: 0s - loss: 0.4743
60/363 [===>..........................] - ETA: 0s - loss: 0.4713
81/363 [=====>........................] - ETA: 0s - loss: 0.4735
106/363 [=======>......................] - ETA: 0s - loss: 0.4727
133/363 [=========>....................] - ETA: 0s - loss: 0.4719
162/363 [============>.................] - ETA: 0s - loss: 0.4706
193/363 [==============>...............] - ETA: 0s - loss: 0.4704
204/363 [===============>..............] - ETA: 0s - loss: 0.4701
226/363 [=================>............] - ETA: 0s - loss: 0.4694
243/363 [===================>..........] - ETA: 0s - loss: 0.4692
255/363 [====================>.........] - ETA: 0s - loss: 0.4691
266/363 [====================>.........] - ETA: 0s - loss: 0.4690
284/363 [======================>.......] - ETA: 0s - loss: 0.4688
315/363 [=========================>....] - ETA: 0s - loss: 0.4683
348/363 [===========================>..] - ETA: 0s - loss: 0.4678
363/363 [==============================] - 1s 3ms/step - loss: 0.4676 - val_loss: 0.4315
Epoch 11/20
1/363 [..............................] - ETA: 1s - loss: 0.3975
24/363 [>.............................] - ETA: 0s - loss: 0.4347
42/363 [==>...........................] - ETA: 0s - loss: 0.4360
68/363 [====>.........................] - ETA: 0s - loss: 0.4425
99/363 [=======>......................] - ETA: 0s - loss: 0.4447
131/363 [=========>....................] - ETA: 0s - loss: 0.4481
162/363 [============>.................] - ETA: 0s - loss: 0.4501
191/363 [==============>...............] - ETA: 0s - loss: 0.4522
228/363 [=================>............] - ETA: 0s - loss: 0.4550
264/363 [====================>.........] - ETA: 0s - loss: 0.4563
299/363 [=======================>......] - ETA: 0s - loss: 0.4570
328/363 [==========================>...] - ETA: 0s - loss: 0.4573
355/363 [============================>.] - ETA: 0s - loss: 0.4574
363/363 [==============================] - 1s 2ms/step - loss: 0.4574 - val_loss: 0.4268
Epoch 12/20
1/363 [..............................] - ETA: 0s - loss: 0.4362
37/363 [==>...........................] - ETA: 0s - loss: 0.4250
74/363 [=====>........................] - ETA: 0s - loss: 0.4419
94/363 [======>.......................] - ETA: 0s - loss: 0.4460
107/363 [=======>......................] - ETA: 0s - loss: 0.4474
137/363 [==========>...................] - ETA: 0s - loss: 0.4488
170/363 [=============>................] - ETA: 0s - loss: 0.4481
196/363 [===============>..............] - ETA: 0s - loss: 0.4473
200/363 [===============>..............] - ETA: 0s - loss: 0.4472
206/363 [================>.............] - ETA: 0s - loss: 0.4470
215/363 [================>.............] - ETA: 0s - loss: 0.4466
222/363 [=================>............] - ETA: 0s - loss: 0.4465
249/363 [===================>..........] - ETA: 0s - loss: 0.4462
284/363 [======================>.......] - ETA: 0s - loss: 0.4465
311/363 [========================>.....] - ETA: 0s - loss: 0.4469
339/363 [===========================>..] - ETA: 0s - loss: 0.4476
363/363 [==============================] - 1s 3ms/step - loss: 0.4479 - val_loss: 0.4166
Epoch 13/20
1/363 [..............................] - ETA: 0s - loss: 0.3823
36/363 [=>............................] - ETA: 0s - loss: 0.3898
80/363 [=====>........................] - ETA: 0s - loss: 0.4288
126/363 [=========>....................] - ETA: 0s - loss: 0.4455
168/363 [============>.................] - ETA: 0s - loss: 0.4515
211/363 [================>.............] - ETA: 0s - loss: 0.4529
258/363 [====================>.........] - ETA: 0s - loss: 0.4515
298/363 [=======================>......] - ETA: 0s - loss: 0.4501
335/363 [==========================>...] - ETA: 0s - loss: 0.4490
363/363 [==============================] - 1s 2ms/step - loss: 0.4487 - val_loss: 0.4125
Epoch 14/20
1/363 [..............................] - ETA: 0s - loss: 0.3515
43/363 [==>...........................] - ETA: 0s - loss: 0.4530
83/363 [=====>........................] - ETA: 0s - loss: 0.4533
127/363 [=========>....................] - ETA: 0s - loss: 0.4524
171/363 [=============>................] - ETA: 0s - loss: 0.4501
217/363 [================>.............] - ETA: 0s - loss: 0.4489
258/363 [====================>.........] - ETA: 0s - loss: 0.4490
288/363 [======================>.......] - ETA: 0s - loss: 0.4485
319/363 [=========================>....] - ETA: 0s - loss: 0.4477
355/363 [============================>.] - ETA: 0s - loss: 0.4470
363/363 [==============================] - 1s 2ms/step - loss: 0.4469 - val_loss: 0.4074
Epoch 15/20
1/363 [..............................] - ETA: 0s - loss: 1.4065
32/363 [=>............................] - ETA: 0s - loss: 0.5518
73/363 [=====>........................] - ETA: 0s - loss: 0.4906
99/363 [=======>......................] - ETA: 0s - loss: 0.4769
142/363 [==========>...................] - ETA: 0s - loss: 0.4642
183/363 [==============>...............] - ETA: 0s - loss: 0.4545
202/363 [===============>..............] - ETA: 0s - loss: 0.4519
227/363 [=================>............] - ETA: 0s - loss: 0.4501
254/363 [===================>..........] - ETA: 0s - loss: 0.4487
278/363 [=====================>........] - ETA: 0s - loss: 0.4475
302/363 [=======================>......] - ETA: 0s - loss: 0.4468
330/363 [==========================>...] - ETA: 0s - loss: 0.4465
357/363 [============================>.] - ETA: 0s - loss: 0.4461
363/363 [==============================] - 1s 2ms/step - loss: 0.4460 - val_loss: 0.4044
Epoch 16/20
1/363 [..............................] - ETA: 0s - loss: 0.2473
49/363 [===>..........................] - ETA: 0s - loss: 0.4489
88/363 [======>.......................] - ETA: 0s - loss: 0.4509
127/363 [=========>....................] - ETA: 0s - loss: 0.4526
158/363 [============>.................] - ETA: 0s - loss: 0.4543
185/363 [==============>...............] - ETA: 0s - loss: 0.4544
216/363 [================>.............] - ETA: 0s - loss: 0.4542
250/363 [===================>..........] - ETA: 0s - loss: 0.4530
277/363 [=====================>........] - ETA: 0s - loss: 0.4521
314/363 [========================>.....] - ETA: 0s - loss: 0.4511
358/363 [============================>.] - ETA: 0s - loss: 0.4497
363/363 [==============================] - 1s 2ms/step - loss: 0.4495 - val_loss: 0.4007
Epoch 17/20
1/363 [..............................] - ETA: 0s - loss: 0.2555
48/363 [==>...........................] - ETA: 0s - loss: 0.4871
93/363 [======>.......................] - ETA: 0s - loss: 0.4674
137/363 [==========>...................] - ETA: 0s - loss: 0.4552
170/363 [=============>................] - ETA: 0s - loss: 0.4499
193/363 [==============>...............] - ETA: 0s - loss: 0.4471
220/363 [=================>............] - ETA: 0s - loss: 0.4438
250/363 [===================>..........] - ETA: 0s - loss: 0.4416
280/363 [======================>.......] - ETA: 0s - loss: 0.4401
305/363 [========================>.....] - ETA: 0s - loss: 0.4392
338/363 [==========================>...] - ETA: 0s - loss: 0.4383
363/363 [==============================] - 1s 2ms/step - loss: 0.4378 - val_loss: 0.4013
Epoch 18/20
1/363 [..............................] - ETA: 2s - loss: 0.6626
33/363 [=>............................] - ETA: 0s - loss: 0.4559
61/363 [====>.........................] - ETA: 0s - loss: 0.4490
87/363 [======>.......................] - ETA: 0s - loss: 0.4423
122/363 [=========>....................] - ETA: 0s - loss: 0.4406
164/363 [============>.................] - ETA: 0s - loss: 0.4424
204/363 [===============>..............]
- ETA: 0s - loss: 0.4407
240/363 [==================>...........] - ETA: 0s - loss: 0.4397
286/363 [======================>.......] - ETA: 0s - loss: 0.4389
334/363 [==========================>...] - ETA: 0s - loss: 0.4379
363/363 [==============================] - 1s 2ms/step - loss: 0.4375 - val_loss: 0.3987
Epoch 19/20
1/363 [..............................] - ETA: 1s - loss: 0.3809
34/363 [=>............................] - ETA: 0s - loss: 0.3887
76/363 [=====>........................] - ETA: 0s - loss: 0.3956
113/363 [========>.....................] - ETA: 0s - loss: 0.4020
147/363 [===========>..................] - ETA: 0s - loss: 0.4040
189/363 [==============>...............] - ETA: 0s - loss: 0.4067
214/363 [================>.............] - ETA: 0s - loss: 0.4078
240/363 [==================>...........] - ETA: 0s - loss: 0.4090
262/363 [====================>.........] - ETA: 0s - loss: 0.4098
300/363 [=======================>......] - ETA: 0s - loss: 0.4118
348/363 [===========================>..] - ETA: 0s - loss: 0.4144
363/363 [==============================] - 1s 2ms/step - loss: 0.4151 - val_loss: 0.3934
Epoch 20/20
1/363 [..............................] - ETA: 1s - loss: 0.3546
46/363 [==>...........................] - ETA: 0s - loss: 0.3788
95/363 [======>.......................] - ETA: 0s - loss: 0.3846
143/363 [==========>...................] - ETA: 0s - loss: 0.3898
187/363 [==============>...............] - ETA: 0s - loss: 0.3942
235/363 [==================>...........] - ETA: 0s - loss: 0.3988
282/363 [======================>.......] - ETA: 0s - loss: 0.4026
326/363 [=========================>....] - ETA: 0s - loss: 0.4057
363/363 [==============================] - 1s 2ms/step - loss: 0.4078 - val_loss: 0.4204
1/162 [..............................] - ETA: 4s - loss: 0.4462
48/162 [=======>......................] - ETA: 0s - loss: 0.4303
91/162 [===============>..............] - ETA: 0s - loss: 0.4228
141/162 [=========================>....] - ETA: 0s - loss: 0.4245
162/162 [==============================] - 0s 1ms/step - loss: 0.4219
np.random.seed(42)
tf.random.set_seed(42)
input_A = keras.layers.Input(shape=[5], name="wide_input")
input_B = keras.layers.Input(shape=[6], name="deep_input")
hidden1 = keras.layers.Dense(30, activation="relu")(input_B)
hidden2 = keras.layers.Dense(30, activation="relu")(hidden1)
concat = keras.layers.concatenate([input_A, hidden2])
output = keras.layers.Dense(1, name="main_output")(concat)
aux_output = keras.layers.Dense(1, name="aux_output")(hidden2)
model = keras.models.Model(inputs=[input_A, input_B],
outputs=[output, aux_output])
model.compile(loss=["mse", "mse"], loss_weights=[0.9, 0.1], optimizer=keras.optimizers.SGD(lr=1e-3))
history = model.fit([X_train_A, X_train_B], [y_train, y_train], epochs=20,
validation_data=([X_valid_A, X_valid_B], [y_valid, y_valid]))
Epoch 1/20
1/363 [..............................] - ETA: 5:12 - loss: 6.9006 - main_output_loss: 7.0091 - aux_output_loss: 5.9244
7/363 [..............................] - ETA: 3s - loss: 6.5668 - main_output_loss: 6.6879 - aux_output_loss: 5.4774
9/363 [..............................] - ETA: 5s - loss: 6.4699 - main_output_loss: 6.5853 - aux_output_loss: 5.4308
32/363 [=>............................] - ETA: 1s - loss: 6.0592 - main_output_loss: 6.1392 - aux_output_loss: 5.3391
59/363 [===>..........................] - ETA: 1s - loss: 5.6477 - main_output_loss: 5.6915 - aux_output_loss: 5.2538
70/363 [====>.........................] - ETA: 1s - loss: 5.4908 - main_output_loss: 5.5219 - aux_output_loss: 5.2110
77/363 [=====>........................] - ETA: 1s - loss: 5.4021 - main_output_loss: 5.4252 - aux_output_loss: 5.1941
89/363 [======>.......................] - ETA: 1s - loss: 5.2622 - main_output_loss: 5.2723 - aux_output_loss: 5.1719
110/363 [========>.....................] - ETA: 1s - loss: 5.0309 - main_output_loss: 5.0204 - aux_output_loss: 5.1256
128/363 [=========>....................] - ETA: 0s - loss: 4.8514 - main_output_loss: 4.8251 - aux_output_loss: 5.0885
151/363 [===========>..................] - ETA: 0s - loss: 4.6473 - main_output_loss: 4.6032 - aux_output_loss: 5.0434
172/363 [=============>................] - ETA: 0s - loss: 4.4802 - main_output_loss: 4.4219 - aux_output_loss: 5.0047
194/363 [===============>..............] - ETA: 0s - loss: 4.3205 - main_output_loss: 4.2490 - aux_output_loss: 4.9640
213/363 [================>.............] - ETA: 0s - loss: 4.1941 - main_output_loss: 4.1126 - aux_output_loss: 4.9279
229/363 [=================>............] - ETA: 0s - loss: 4.0955 - main_output_loss: 4.0061 - aux_output_loss: 4.9002
249/363 [===================>..........] - ETA: 0s - loss: 3.9805 - main_output_loss: 3.8822 - aux_output_loss: 4.8654
266/363 [====================>.........] - ETA: 0s - loss: 3.8898 - main_output_loss: 3.7846 - aux_output_loss: 4.8365
274/363 [=====================>........] - ETA: 0s - loss: 3.8491 - main_output_loss: 3.7409 - aux_output_loss: 4.8229
291/363 [=======================>......] - ETA: 0s - loss: 3.7667 - main_output_loss: 3.6524 - aux_output_loss: 4.7949
302/363 [=======================>......] - ETA: 0s - loss: 3.7159 - main_output_loss: 3.5981 - aux_output_loss: 4.7766
315/363 [=========================>....] - ETA: 0s - loss: 3.6583 - main_output_loss: 3.5365 - aux_output_loss: 4.7544
331/363 [==========================>...] - ETA: 0s - loss: 3.5909 - main_output_loss: 3.4647 - aux_output_loss: 4.7272
348/363 [===========================>..] - ETA: 0s - loss: 3.5234 - main_output_loss: 3.3927 - aux_output_loss: 4.6992
363/363 [==============================] - 3s 6ms/step - loss: 3.4633 - main_output_loss: 3.3289 - aux_output_loss: 4.6732 - val_loss: 1.6233 - val_main_output_loss: 0.8468 - val_aux_output_loss: 8.6117
Epoch 2/20
1/363 [..............................] - ETA: 0s - loss: 0.7696 - main_output_loss: 0.5776 - aux_output_loss: 2.4973
19/363 [>.............................] - ETA: 0s - loss: 1.3056 - main_output_loss: 0.9435 - aux_output_loss: 4.5637
37/363 [==>...........................] - ETA: 0s - loss: 1.2397 - main_output_loss: 0.9088 - aux_output_loss: 4.2176
50/363 [===>..........................] - ETA: 0s - loss: 1.2072 - main_output_loss: 0.8916 - aux_output_loss: 4.0473
66/363 [====>.........................] - ETA: 0s - loss: 1.1724 - main_output_loss: 0.8706 - aux_output_loss: 3.8892
81/363 [=====>........................] - ETA: 0s - loss: 1.1467 - main_output_loss: 0.8554 - aux_output_loss: 3.7689
98/363 [=======>......................] - ETA: 0s - loss: 1.1206 - main_output_loss: 0.8388 - aux_output_loss: 3.6567
106/363 [=======>......................] - ETA: 0s - loss: 1.1106 - main_output_loss: 0.8325 - aux_output_loss: 3.6131
108/363 [=======>......................] - ETA: 0s - loss: 1.1082 - main_output_loss: 0.8310 - aux_output_loss: 3.6032
112/363 [========>.....................] - ETA: 1s - loss: 1.1036 - main_output_loss: 0.8280 - aux_output_loss: 3.5839
115/363 [========>.....................] - ETA: 1s - loss: 1.1003 - main_output_loss: 0.8259 - aux_output_loss: 3.5701
117/363 [========>.....................] - ETA: 1s - loss: 1.0982 - main_output_loss: 0.8245 - aux_output_loss: 3.5612
128/363 [=========>....................] - ETA: 1s - loss: 1.0876 - main_output_loss: 0.8175 - aux_output_loss: 3.5182
138/363 [==========>...................] - ETA: 1s - loss: 1.0787 - main_output_loss: 0.8116 - aux_output_loss: 3.4828
143/363 [==========>...................] - ETA: 1s - loss: 1.0748 - main_output_loss: 0.8090 - aux_output_loss: 3.4669
153/363 [===========>..................] - ETA: 1s - loss: 1.0681 - main_output_loss: 0.8049 - aux_output_loss: 3.4368
167/363 [============>.................] - ETA: 0s - loss: 1.0594 - main_output_loss: 0.7995 - aux_output_loss: 3.3979
181/363 [=============>................] - ETA: 0s - loss: 1.0506 - main_output_loss: 0.7940 - aux_output_loss: 3.3601
193/363 [==============>...............] - ETA: 0s - loss: 1.0437 - main_output_loss: 0.7896 - aux_output_loss: 3.3307
208/363 [================>.............] - ETA: 0s - loss: 1.0360 - main_output_loss: 0.7847 - aux_output_loss: 3.2980
220/363 [=================>............] - ETA: 0s - loss: 1.0302 - main_output_loss: 0.7810 - aux_output_loss: 3.2733
227/363 [=================>............] - ETA: 0s - loss: 1.0270 - main_output_loss: 0.7789 - aux_output_loss: 3.2596
231/363 [==================>...........] - ETA: 0s - loss: 1.0252 - main_output_loss: 0.7778 - aux_output_loss: 3.2519
236/363 [==================>...........] - ETA: 0s - loss: 1.0231 - main_output_loss: 0.7765 - aux_output_loss: 3.2423
249/363 [===================>..........] - ETA: 0s - loss: 1.0177 - main_output_loss: 0.7732 - aux_output_loss: 3.2187
262/363 [====================>.........] - ETA: 0s - loss: 1.0128 - main_output_loss: 0.7701 - aux_output_loss: 3.1968
269/363 [=====================>........] - ETA: 0s - loss: 1.0102 - main_output_loss: 0.7685 - aux_output_loss: 3.1853
273/363 [=====================>........] - ETA: 0s - loss: 1.0087 - main_output_loss: 0.7676 - aux_output_loss: 3.1788
284/363 [======================>.......] - ETA: 0s - loss: 1.0048 - main_output_loss: 0.7652 - aux_output_loss: 3.1615
297/363 [=======================>......] - ETA: 0s - loss: 1.0003 - main_output_loss: 0.7623 - aux_output_loss: 3.1418
315/363 [=========================>....] - ETA: 0s - loss: 0.9944 - main_output_loss: 0.7586 - aux_output_loss: 3.1159
331/363 [==========================>...] - ETA: 0s - loss: 0.9895 - main_output_loss: 0.7556 - aux_output_loss: 3.0943
348/363 [===========================>..] - ETA: 0s - loss: 0.9848 - main_output_loss: 0.7528 - aux_output_loss: 3.0728
362/363 [============================>.] - ETA: 0s - loss: 0.9812 - main_output_loss: 0.7506 - aux_output_loss: 3.0560
363/363 [==============================] - 2s 6ms/step - loss: 0.9807 - main_output_loss: 0.7503 - aux_output_loss: 3.0537 - val_loss: 1.5163 - val_main_output_loss: 0.6836 - val_aux_output_loss: 9.0109
Epoch 3/20
1/363 [..............................] - ETA: 7s - loss: 0.5799 - main_output_loss: 0.4604 - aux_output_loss: 1.6558
9/363 [..............................] - ETA: 2s - loss: 0.8047 - main_output_loss: 0.6499 - aux_output_loss: 2.1980
16/363 [>.............................] - ETA: 2s - loss: 0.8141 - main_output_loss: 0.6630 - aux_output_loss: 2.1745
23/363 [>.............................] - ETA: 2s - loss: 0.8059 - main_output_loss: 0.6588 - aux_output_loss: 2.1303
33/363 [=>............................] - ETA: 2s - loss: 0.7986 - main_output_loss: 0.6544 - aux_output_loss: 2.0969
47/363 [==>...........................] - ETA: 1s - loss: 0.7895 - main_output_loss: 0.6463 - aux_output_loss: 2.0782
57/363 [===>..........................] - ETA: 1s - loss: 0.7855 - main_output_loss: 0.6427 - aux_output_loss: 2.0700
70/363 [====>.........................] - ETA: 1s - loss: 0.7863 - main_output_loss: 0.6407 - aux_output_loss: 2.0967
87/363 [======>.......................] - ETA: 1s - loss: 0.7895 - main_output_loss: 0.6390 - aux_output_loss: 2.1443
102/363 [=======>......................] - ETA: 1s - loss: 0.7901 - main_output_loss: 0.6376 - aux_output_loss: 2.1626
109/363 [========>.....................] - ETA: 1s - loss: 0.7902 - main_output_loss: 0.6373 - aux_output_loss: 2.1666
117/363 [========>.....................] - ETA: 1s - loss: 0.7904 - main_output_loss: 0.6371 - aux_output_loss: 2.1700
130/363 [=========>....................] - ETA: 1s - loss: 0.7905 - main_output_loss: 0.6370 - aux_output_loss: 2.1721
141/363 [==========>...................] - ETA: 1s - loss: 0.7907 - main_output_loss: 0.6371 - aux_output_loss: 2.1725
149/363 [===========>..................] - ETA: 1s - loss: 0.7906 - main_output_loss: 0.6372 - aux_output_loss: 2.1715
164/363 [============>.................] - ETA: 0s - loss: 0.7908 - main_output_loss: 0.6376 - aux_output_loss: 2.1695
166/363 [============>.................] - ETA: 1s - loss: 0.7908 - main_output_loss: 0.6377 - aux_output_loss: 2.1692
174/363 [=============>................] - ETA: 1s - loss: 0.7908 - main_output_loss: 0.6378 - aux_output_loss: 2.1679
203/363 [===============>..............] - ETA: 0s - loss: 0.7899 - main_output_loss: 0.6377 - aux_output_loss: 2.1593
226/363 [=================>............] - ETA: 0s - loss: 0.7878 - main_output_loss: 0.6367 - aux_output_loss: 2.1480
238/363 [==================>...........] - ETA: 0s - loss: 0.7863 - main_output_loss: 0.6358 - aux_output_loss: 2.1407
259/363 [====================>.........] - ETA: 0s - loss: 0.7838 - main_output_loss: 0.6344 - aux_output_loss: 2.1284
276/363 [=====================>........] - ETA: 0s - loss: 0.7819 - main_output_loss: 0.6334 - aux_output_loss: 2.1187
298/363 [=======================>......] - ETA: 0s - loss: 0.7796 - main_output_loss: 0.6321 - aux_output_loss: 2.1071
324/363 [=========================>....] - ETA: 0s - loss: 0.7774 - main_output_loss: 0.6310 - aux_output_loss: 2.0955
351/363 [============================>.] - ETA: 0s - loss: 0.7754 - main_output_loss: 0.6298 - aux_output_loss: 2.0858
363/363 [==============================] - 2s 4ms/step - loss: 0.7742 - main_output_loss: 0.6290 - aux_output_loss: 2.0810 - val_loss: 1.4639 - val_main_output_loss: 0.6229 - val_aux_output_loss: 9.0326
Epoch 4/20
1/363 [..............................] - ETA: 0s - loss: 0.3645 - main_output_loss: 0.3154 - aux_output_loss: 0.8059
22/363 [>.............................] - ETA: 0s - loss: 0.6854 - main_output_loss: 0.6007 - aux_output_loss: 1.4477
42/363 [==>...........................] - ETA: 0s - loss: 0.7026 - main_output_loss: 0.6107 - aux_output_loss: 1.5300
62/363 [====>.........................] - ETA: 0s - loss: 0.7091 - main_output_loss: 0.6130 - aux_output_loss: 1.5738
72/363 [====>.........................] - ETA: 0s - loss: 0.7125 - main_output_loss: 0.6152 - aux_output_loss: 1.5882
73/363 [=====>........................] - ETA: 1s - loss: 0.7128 - main_output_loss: 0.6154 - aux_output_loss: 1.5895
87/363 [======>.......................] - ETA: 1s - loss: 0.7150 - main_output_loss: 0.6165 - aux_output_loss: 1.6014
114/363 [========>.....................] - ETA: 0s - loss: 0.7113 - main_output_loss: 0.6116 - aux_output_loss: 1.6082
140/363 [==========>...................] - ETA: 0s - loss: 0.7080 - main_output_loss: 0.6073 - aux_output_loss: 1.6144
161/363 [============>.................] - ETA: 0s - loss: 0.7055 - main_output_loss: 0.6043 - aux_output_loss: 1.6160
180/363 [=============>................] - ETA: 0s - loss: 0.7044 - main_output_loss: 0.6028 - aux_output_loss: 1.6190
208/363 [================>.............] - ETA: 0s - loss: 0.7044 - main_output_loss: 0.6013 - aux_output_loss: 1.6327
238/363 [==================>...........] - ETA: 0s - loss: 0.7031 - main_output_loss: 0.5988 - aux_output_loss: 1.6416
267/363 [=====================>........] - ETA: 0s - loss: 0.7015 - main_output_loss: 0.5965 - aux_output_loss: 1.6466
287/363 [======================>.......] - ETA: 0s - loss: 0.7003 - main_output_loss: 0.5950 - aux_output_loss: 1.6480
309/363 [========================>.....] - ETA: 0s - loss: 0.6987 - main_output_loss: 0.5933 - aux_output_loss: 1.6475
335/363 [==========================>...] - ETA: 0s - loss: 0.6969 - main_output_loss: 0.5915 - aux_output_loss: 1.6460
358/363 [============================>.] - ETA: 0s - loss: 0.6955 - main_output_loss: 0.5900 - aux_output_loss: 1.6448
363/363 [==============================] - 1s 3ms/step - loss: 0.6952 - main_output_loss: 0.5897 - aux_output_loss: 1.6449 - val_loss: 1.3388 - val_main_output_loss: 0.5481 - val_aux_output_loss: 8.4552
Epoch 5/20
1/363 [..............................] - ETA: 1s - loss: 0.8459 - main_output_loss: 0.7070 - aux_output_loss: 2.0963
27/363 [=>............................] - ETA: 0s - loss: 0.6681 - main_output_loss: 0.5633 - aux_output_loss: 1.6117
41/363 [==>...........................] - ETA: 0s - loss: 0.6677 - main_output_loss: 0.5662 - aux_output_loss: 1.5813
58/363 [===>..........................] - ETA: 0s - loss: 0.6660 - main_output_loss: 0.5671 - aux_output_loss: 1.5560
78/363 [=====>........................] - ETA: 0s - loss: 0.6667 - main_output_loss: 0.5687 - aux_output_loss: 1.5489
98/363 [=======>......................] - ETA: 0s - loss: 0.6686 - main_output_loss: 0.5707 - aux_output_loss: 1.5499
125/363 [=========>....................] - ETA: 0s - loss: 0.6675 - main_output_loss: 0.5704 - aux_output_loss: 1.5417
151/363 [===========>..................] - ETA: 0s - loss: 0.6641 - main_output_loss: 0.5674 - aux_output_loss: 1.5346
168/363 [============>.................] - ETA: 0s - loss: 0.6618 - main_output_loss: 0.5653 - aux_output_loss: 1.5308
203/363 [===============>..............] - ETA: 0s - loss: 0.6572 - main_output_loss: 0.5610 - aux_output_loss: 1.5237
236/363 [==================>...........] - ETA: 0s - loss: 0.6538 - main_output_loss: 0.5578 - aux_output_loss: 1.5180
272/363 [=====================>........] - ETA: 0s - loss: 0.6509 - main_output_loss: 0.5551 - aux_output_loss: 1.5126
300/363 [=======================>......] - ETA: 0s - loss: 0.6492 - main_output_loss: 0.5533 - aux_output_loss: 1.5125
332/363 [==========================>...] - ETA: 0s - loss: 0.6479 - main_output_loss: 0.5518 - aux_output_loss: 1.5129
363/363 [==============================] - 1s 2ms/step - loss: 0.6469 - main_output_loss: 0.5508 - aux_output_loss: 1.5118 - val_loss: 1.2177 - val_main_output_loss: 0.5194 - val_aux_output_loss: 7.5030
Epoch 6/20
1/363 [..............................] - ETA: 0s - loss: 0.4609 - main_output_loss: 0.4392 - aux_output_loss: 0.6561
30/363 [=>............................] - ETA: 0s - loss: 0.5979 - main_output_loss: 0.5201 - aux_output_loss: 1.2981
55/363 [===>..........................] - ETA: 0s - loss: 0.6151 - main_output_loss: 0.5341 - aux_output_loss: 1.3437
78/363 [=====>........................] - ETA: 0s - loss: 0.6185 - main_output_loss: 0.5369 - aux_output_loss: 1.3526
109/363 [========>.....................] - ETA: 0s - loss: 0.6161 - main_output_loss: 0.5341 - aux_output_loss: 1.3539
141/363 [==========>...................] - ETA: 0s - loss: 0.6161 - main_output_loss: 0.5312 - aux_output_loss: 1.3800
174/363 [=============>................] - ETA: 0s - loss: 0.6157 - main_output_loss: 0.5296 - aux_output_loss: 1.3902
212/363 [================>.............] - ETA: 0s - loss: 0.6162 - main_output_loss: 0.5293 - aux_output_loss: 1.3987
249/363 [===================>..........] - ETA: 0s - loss: 0.6150 - main_output_loss: 0.5278 - aux_output_loss: 1.4000
285/363 [======================>.......] - ETA: 0s - loss: 0.6139 - main_output_loss: 0.5267 - aux_output_loss: 1.3989
312/363 [========================>.....] - ETA: 0s - loss: 0.6133 - main_output_loss: 0.5261 - aux_output_loss: 1.3975
349/363 [===========================>..] - ETA: 0s - loss: 0.6123 - main_output_loss: 0.5253 - aux_output_loss: 1.3949
363/363 [==============================] - 1s 2ms/step - loss: 0.6120 - main_output_loss: 0.5251 - aux_output_loss: 1.3943 - val_loss: 1.0935 - val_main_output_loss: 0.5106 - val_aux_output_loss: 6.3396
Epoch 7/20
1/363 [..............................] - ETA: 0s - loss: 0.8746 - main_output_loss: 0.7854 - aux_output_loss: 1.6770
22/363 [>.............................] - ETA: 0s - loss: 0.6775 - main_output_loss: 0.5918 - aux_output_loss: 1.4487
48/363 [==>...........................] - ETA: 0s - loss: 0.6652 - main_output_loss: 0.5822 - aux_output_loss: 1.4115
75/363 [=====>........................] - ETA: 0s - loss: 0.6546 - main_output_loss: 0.5716 - aux_output_loss: 1.4021
97/363 [=======>......................] - ETA: 0s - loss: 0.6475 - main_output_loss: 0.5615 - aux_output_loss: 1.4218
120/363 [========>.....................] - ETA: 0s - loss: 0.6414 - main_output_loss: 0.5546 - aux_output_loss: 1.4227
144/363 [==========>...................] - ETA: 0s - loss: 0.6378 - main_output_loss: 0.5508 - aux_output_loss: 1.4208
171/363 [=============>................] - ETA: 0s - loss: 0.6338 - main_output_loss: 0.5465 - aux_output_loss: 1.4194
196/363 [===============>..............] - ETA: 0s - loss: 0.6294 - main_output_loss: 0.5420 - aux_output_loss: 1.4161
220/363 [=================>............] - ETA: 0s - loss: 0.6256 - main_output_loss: 0.5384 - aux_output_loss: 1.4106
240/363 [==================>...........] - ETA: 0s - loss: 0.6228 - main_output_loss: 0.5358 - aux_output_loss: 1.4058
268/363 [=====================>........] - ETA: 0s - loss: 0.6192 - main_output_loss: 0.5325 - aux_output_loss: 1.3993
281/363 [======================>.......] - ETA: 0s - loss: 0.6179 - main_output_loss: 0.5313 - aux_output_loss: 1.3967
299/363 [=======================>......] - ETA: 0s - loss: 0.6163 - main_output_loss: 0.5299 - aux_output_loss: 1.3938
316/363 [=========================>....] - ETA: 0s - loss: 0.6150 - main_output_loss: 0.5288 - aux_output_loss: 1.3913
330/363 [==========================>...] - ETA: 0s - loss: 0.6140 - main_output_loss: 0.5278 - aux_output_loss: 1.3890
347/363 [===========================>..] - ETA: 0s - loss: 0.6126 - main_output_loss: 0.5267 - aux_output_loss: 1.3863
363/363 [==============================] - 1s 3ms/step - loss: 0.6114 - main_output_loss: 0.5256 - aux_output_loss: 1.3833 - val_loss: 0.9918 - val_main_output_loss: 0.5115 - val_aux_output_loss: 5.3151
Epoch 8/20
1/363 [..............................] - ETA: 0s - loss: 0.3977 - main_output_loss: 0.3361 - aux_output_loss: 0.9525
24/363 [>.............................] - ETA: 0s - loss: 0.6479 - main_output_loss: 0.5870 - aux_output_loss: 1.1955
46/363 [==>...........................] - ETA: 0s - loss: 0.6577 - main_output_loss: 0.5901 - aux_output_loss: 1.2659
66/363 [====>.........................] - ETA: 0s - loss: 0.6406 - main_output_loss: 0.5709 - aux_output_loss: 1.2673
99/363 [=======>......................] - ETA: 0s - loss: 0.6186 - main_output_loss: 0.5470 - aux_output_loss: 1.2630
131/363 [=========>....................] - ETA: 0s - loss: 0.6065 - main_output_loss: 0.5344 - aux_output_loss: 1.2548
164/363 [============>.................] - ETA: 0s - loss: 0.5965 - main_output_loss: 0.5240 - aux_output_loss: 1.2487
194/363 [===============>..............] - ETA: 0s - loss: 0.5895 - main_output_loss: 0.5167 - aux_output_loss: 1.2452
225/363 [=================>............] - ETA: 0s - loss: 0.5846 - main_output_loss: 0.5115 - aux_output_loss: 1.2425
257/363 [====================>.........] - ETA: 0s - loss: 0.5817 - main_output_loss: 0.5084 - aux_output_loss: 1.2409
294/363 [=======================>......] - ETA: 0s - loss: 0.5793 - main_output_loss: 0.5059 - aux_output_loss: 1.2399
326/363 [=========================>....] - ETA: 0s - loss: 0.5779 - main_output_loss: 0.5041 - aux_output_loss: 1.2419
358/363 [============================>.] - ETA: 0s - loss: 0.5767 - main_output_loss: 0.5026 - aux_output_loss: 1.2437
363/363 [==============================] - 1s 2ms/step - loss: 0.5765 - main_output_loss: 0.5024 - aux_output_loss: 1.2439 - val_loss: 0.8733 - val_main_output_loss: 0.4733 - val_aux_output_loss: 4.4740
Epoch 9/20
1/363 [..............................] - ETA: 0s - loss: 0.3542 - main_output_loss: 0.3079 - aux_output_loss: 0.7709
27/363 [=>............................] - ETA: 0s - loss: 0.5126 - main_output_loss: 0.4420 - aux_output_loss: 1.1478
55/363 [===>..........................] - ETA: 0s - loss: 0.5269 - main_output_loss: 0.4547 - aux_output_loss: 1.1765
88/363 [======>.......................] - ETA: 0s - loss: 0.5341 - main_output_loss: 0.4615 - aux_output_loss: 1.1870
126/363 [=========>....................] - ETA: 0s - loss: 0.5410 - main_output_loss: 0.4689 - aux_output_loss: 1.1900
164/363 [============>.................] - ETA: 0s - loss: 0.5466 - main_output_loss: 0.4749 - aux_output_loss: 1.1919
197/363 [===============>..............] - ETA: 0s - loss: 0.5498 - main_output_loss: 0.4778 - aux_output_loss: 1.1983
213/363 [================>.............] - ETA: 0s - loss: 0.5509 - main_output_loss: 0.4787 - aux_output_loss: 1.2001
231/363 [==================>...........] - ETA: 0s - loss: 0.5518 - main_output_loss: 0.4795 - aux_output_loss: 1.2019
255/363 [====================>.........] - ETA: 0s - loss: 0.5527 - main_output_loss: 0.4804 - aux_output_loss: 1.2038
290/363 [======================>.......] - ETA: 0s - loss: 0.5534 - main_output_loss: 0.4810 - aux_output_loss: 1.2049
324/363 [=========================>....] - ETA: 0s - loss: 0.5536 - main_output_loss: 0.4812 - aux_output_loss: 1.2054
361/363 [============================>.] - ETA: 0s - loss: 0.5535 - main_output_loss: 0.4811 - aux_output_loss: 1.2057
363/363 [==============================] - 1s 2ms/step - loss: 0.5535 - main_output_loss: 0.4811 - aux_output_loss: 1.2057 - val_loss: 0.7832 - val_main_output_loss: 0.4555 - val_aux_output_loss: 3.7323
Epoch 10/20
1/363 [..............................] - ETA: 0s - loss: 0.8206 - main_output_loss: 0.6996 - aux_output_loss: 1.9094
39/363 [==>...........................] - ETA: 0s - loss: 0.5630 - main_output_loss: 0.4762 - aux_output_loss: 1.3439
76/363 [=====>........................] - ETA: 0s - loss: 0.5613 - main_output_loss: 0.4775 - aux_output_loss: 1.3151
114/363 [========>.....................] - ETA: 0s - loss: 0.5577 - main_output_loss: 0.4767 - aux_output_loss: 1.2871
150/363 [===========>..................] - ETA: 0s - loss: 0.5537 - main_output_loss: 0.4745 - aux_output_loss: 1.2662
183/363 [==============>...............] - ETA: 0s - loss: 0.5520 - main_output_loss: 0.4739 - aux_output_loss: 1.2548
219/363 [=================>............] - ETA: 0s - loss: 0.5502 - main_output_loss: 0.4730 - aux_output_loss: 1.2455
255/363 [====================>.........] - ETA: 0s - loss: 0.5489 - main_output_loss: 0.4724 - aux_output_loss: 1.2371
291/363 [=======================>......] - ETA: 0s - loss: 0.5478 - main_output_loss: 0.4720 - aux_output_loss: 1.2299
326/363 [=========================>....] - ETA: 0s - loss: 0.5467 - main_output_loss: 0.4714 - aux_output_loss: 1.2243
357/363 [============================>.] - ETA: 0s - loss: 0.5458 - main_output_loss: 0.4709 - aux_output_loss: 1.2198
363/363 [==============================] - 1s 2ms/step - loss: 0.5456 - main_output_loss: 0.4708 - aux_output_loss: 1.2189 - val_loss: 0.7170 - val_main_output_loss: 0.4604 - val_aux_output_loss: 3.0262
Epoch 11/20
1/363 [..............................] - ETA: 1s - loss: 0.4943 - main_output_loss: 0.4014 - aux_output_loss: 1.3301
35/363 [=>............................] - ETA: 0s - loss: 0.5185 - main_output_loss: 0.4348 - aux_output_loss: 1.2720
70/363 [====>.........................] - ETA: 0s - loss: 0.5238 - main_output_loss: 0.4436 - aux_output_loss: 1.2460
104/363 [=======>......................] - ETA: 0s - loss: 0.5243 - main_output_loss: 0.4466 - aux_output_loss: 1.2227
140/363 [==========>...................] - ETA: 0s - loss: 0.5257 - main_output_loss: 0.4500 - aux_output_loss: 1.2076
174/363 [=============>................] - ETA: 0s - loss: 0.5266 - main_output_loss: 0.4519 - aux_output_loss: 1.1985
207/363 [================>.............] - ETA: 0s - loss: 0.5282 - main_output_loss: 0.4545 - aux_output_loss: 1.1917
232/363 [==================>...........] - ETA: 0s - loss: 0.5296 - main_output_loss: 0.4565 - aux_output_loss: 1.1873
267/363 [=====================>........] - ETA: 0s - loss: 0.5299 - main_output_loss: 0.4576 - aux_output_loss: 1.1809
289/363 [======================>.......] - ETA: 0s - loss: 0.5300 - main_output_loss: 0.4581 - aux_output_loss: 1.1776
309/363 [========================>.....] - ETA: 0s - loss: 0.5301 - main_output_loss: 0.4585 - aux_output_loss: 1.1750
337/363 [==========================>...] - ETA: 0s - loss: 0.5299 - main_output_loss: 0.4586 - aux_output_loss: 1.1715
363/363 [==============================] - 1s 2ms/step - loss: 0.5297 - main_output_loss: 0.4587 - aux_output_loss: 1.1684 - val_loss: 0.6510 - val_main_output_loss: 0.4293 - val_aux_output_loss: 2.6468
Epoch 12/20
1/363 [..............................] - ETA: 0s - loss: 0.5105 - main_output_loss: 0.4446 - aux_output_loss: 1.1036
40/363 [==>...........................] - ETA: 0s - loss: 0.5035 - main_output_loss: 0.4283 - aux_output_loss: 1.1798
82/363 [=====>........................] - ETA: 0s - loss: 0.5196 - main_output_loss: 0.4472 - aux_output_loss: 1.1718
123/363 [=========>....................] - ETA: 0s - loss: 0.5223 - main_output_loss: 0.4513 - aux_output_loss: 1.1609
155/363 [===========>..................] - ETA: 0s - loss: 0.5219 - main_output_loss: 0.4515 - aux_output_loss: 1.1549
185/363 [==============>...............] - ETA: 0s - loss: 0.5202 - main_output_loss: 0.4503 - aux_output_loss: 1.1491
230/363 [==================>...........] - ETA: 0s - loss: 0.5184 - main_output_loss: 0.4490 - aux_output_loss: 1.1430
272/363 [=====================>........] - ETA: 0s - loss: 0.5178 - main_output_loss: 0.4488 - aux_output_loss: 1.1384
308/363 [========================>.....]
- ETA: 0s - loss: 0.5178 - main_output_loss: 0.4493 - aux_output_loss: 1.1346
337/363 [==========================>...] - ETA: 0s - loss: 0.5181 - main_output_loss: 0.4498 - aux_output_loss: 1.1324
363/363 [==============================] - 1s 2ms/step - loss: 0.5181 - main_output_loss: 0.4501 - aux_output_loss: 1.1305 - val_loss: 0.6051 - val_main_output_loss: 0.4310 - val_aux_output_loss: 2.1722
Epoch 13/20
1/363 [..............................] - ETA: 0s - loss: 0.4173 - main_output_loss: 0.3711 - aux_output_loss: 0.8333
39/363 [==>...........................] - ETA: 0s - loss: 0.4489 - main_output_loss: 0.3894 - aux_output_loss: 0.9839
78/363 [=====>........................] - ETA: 0s - loss: 0.4859 - main_output_loss: 0.4258 - aux_output_loss: 1.0271
117/363 [========>.....................] - ETA: 0s - loss: 0.5017 - main_output_loss: 0.4414 - aux_output_loss: 1.0441
154/363 [===========>..................] - ETA: 0s - loss: 0.5092 - main_output_loss: 0.4488 - aux_output_loss: 1.0523
187/363 [==============>...............] - ETA: 0s - loss: 0.5126 - main_output_loss: 0.4519 - aux_output_loss: 1.0590
210/363 [================>.............] - ETA: 0s - loss: 0.5132 - main_output_loss: 0.4524 - aux_output_loss: 1.0610
226/363 [=================>............] - ETA: 0s - loss: 0.5131 - main_output_loss: 0.4522 - aux_output_loss: 1.0614
249/363 [===================>..........]
- ETA: 0s - loss: 0.5126 - main_output_loss: 0.4516 - aux_output_loss: 1.0614
271/363 [=====================>........] - ETA: 0s - loss: 0.5118 - main_output_loss: 0.4508 - aux_output_loss: 1.0612
290/363 [======================>.......] - ETA: 0s - loss: 0.5113 - main_output_loss: 0.4502 - aux_output_loss: 1.0611
310/363 [========================>.....] - ETA: 0s - loss: 0.5108 - main_output_loss: 0.4496 - aux_output_loss: 1.0610
334/363 [==========================>...] - ETA: 0s - loss: 0.5102 - main_output_loss: 0.4489 - aux_output_loss: 1.0610
363/363 [==============================] - 1s 2ms/step - loss: 0.5100 - main_output_loss: 0.4487 - aux_output_loss: 1.0620 - val_loss: 0.5644 - val_main_output_loss: 0.4161 - val_aux_output_loss: 1.8992
Epoch 14/20
1/363 [..............................] - ETA: 0s - loss: 0.4319 - main_output_loss: 0.3591 - aux_output_loss: 1.0875
22/363 [>.............................] - ETA: 0s - loss: 0.5192 - main_output_loss: 0.4567 - aux_output_loss: 1.0816
49/363 [===>..........................] - ETA: 0s - loss: 0.5155 - main_output_loss: 0.4534 - aux_output_loss: 1.0747
68/363 [====>.........................] - ETA: 0s - loss: 0.5147 - main_output_loss: 0.4526 - aux_output_loss: 1.0739
87/363 [======>.......................] - ETA: 0s - loss: 0.5145 - main_output_loss: 0.4526 - aux_output_loss: 1.0711
111/363 [========>.....................] - ETA: 0s - loss: 0.5131 - main_output_loss: 0.4517 - aux_output_loss: 1.0659
136/363 [==========>...................] - ETA: 0s - loss: 0.5119 - main_output_loss: 0.4509 - aux_output_loss: 1.0611
172/363 [=============>................] - ETA: 0s - loss: 0.5095 - main_output_loss: 0.4489 - aux_output_loss: 1.0549
192/363 [==============>...............] - ETA: 0s - loss: 0.5087 - main_output_loss: 0.4482 - aux_output_loss: 1.0529
227/363 [=================>............] - ETA: 0s - loss: 0.5082 - main_output_loss: 0.4479 - aux_output_loss: 1.0512
266/363 [====================>.........] - ETA: 0s - loss: 0.5082 - main_output_loss: 0.4479 - aux_output_loss: 1.0513
303/363 [========================>.....] - ETA: 0s - loss: 0.5074 - main_output_loss: 0.4471 - aux_output_loss: 1.0507
326/363 [=========================>....] - ETA: 0s - loss: 0.5069 - main_output_loss: 0.4466 - aux_output_loss: 1.0504
342/363 [===========================>..] - ETA: 0s - loss: 0.5067 - main_output_loss: 0.4463 - aux_output_loss: 1.0503
363/363 [==============================] - ETA: 0s - loss: 0.5064 - main_output_loss: 0.4459 - aux_output_loss: 1.0503
363/363 [==============================] - 1s 3ms/step - loss: 0.5064 - main_output_loss: 0.4459 - aux_output_loss: 1.0503 - val_loss: 0.5354 - val_main_output_loss: 0.4119 - val_aux_output_loss: 1.6466
Epoch 15/20
1/363 [..............................] - ETA: 0s - loss: 1.3265 - main_output_loss: 1.3864 - aux_output_loss: 0.7875
22/363 [>.............................] - ETA: 0s - loss: 0.6262 - main_output_loss: 0.5864 - aux_output_loss: 0.9841
44/363 [==>...........................] - ETA: 0s - loss: 0.5690 - main_output_loss: 0.5209 - aux_output_loss: 1.0019
66/363 [====>.........................] - ETA: 0s - loss: 0.5455 - main_output_loss: 0.4943 - aux_output_loss: 1.0063
93/363 [======>.......................] - ETA: 0s - loss: 0.5309 - main_output_loss: 0.4778 - aux_output_loss: 1.0088
127/363 [=========>....................] - ETA: 0s - loss: 0.5214 - main_output_loss: 0.4673 - aux_output_loss: 1.0086
153/363 [===========>..................] - ETA: 0s - loss: 0.5149 - main_output_loss: 0.4602 - aux_output_loss: 1.0072
182/363 [==============>...............] - ETA: 0s - loss: 0.5092 - main_output_loss: 0.4538 - aux_output_loss: 1.0079
204/363 [===============>..............] - ETA: 0s - loss: 0.5068 - main_output_loss: 0.4509 - aux_output_loss: 1.0096
235/363 [==================>...........] - ETA: 0s - loss: 0.5054 - main_output_loss: 0.4489 - aux_output_loss: 1.0135
265/363 [====================>.........] - ETA: 0s - loss: 0.5041 - main_output_loss: 0.4473 - aux_output_loss: 1.0157
302/363 [=======================>......] - ETA: 0s - loss: 0.5032 - main_output_loss: 0.4460 - aux_output_loss: 1.0182
340/363 [===========================>..] - ETA: 0s - loss: 0.5030 - main_output_loss: 0.4456 - aux_output_loss: 1.0201
363/363 [==============================] - 1s 2ms/step - loss: 0.5027 - main_output_loss: 0.4452 - aux_output_loss: 1.0207 - val_loss: 0.5124 - val_main_output_loss: 0.4047 - val_aux_output_loss: 1.4812
Epoch 16/20
1/363 [..............................] - ETA: 1s - loss: 0.2874 - main_output_loss: 0.2444 - aux_output_loss: 0.6744
28/363 [=>............................] - ETA: 0s - loss: 0.5022 - main_output_loss: 0.4376 - aux_output_loss: 1.0839
55/363 [===>..........................] - ETA: 0s - loss: 0.5089 - main_output_loss: 0.4483 - aux_output_loss: 1.0541
83/363 [=====>........................] - ETA: 0s - loss: 0.5087 - main_output_loss: 0.4497 - aux_output_loss: 1.0402
114/363 [========>.....................] - ETA: 0s - loss: 0.5090 - main_output_loss: 0.4508 - aux_output_loss: 1.0329
152/363 [===========>..................] - ETA: 0s - loss: 0.5105 - main_output_loss: 0.4528 - aux_output_loss: 1.0306
180/363 [=============>................] - ETA: 0s - loss: 0.5106 - main_output_loss: 0.4529 - aux_output_loss: 1.0299
213/363 [================>.............] - ETA: 0s - loss: 0.5105 - main_output_loss: 0.4527 - aux_output_loss: 1.0308
249/363 [===================>..........] - ETA: 0s - loss: 0.5094 - main_output_loss: 0.4515 - aux_output_loss: 1.0304
285/363 [======================>.......] - ETA: 0s - loss: 0.5082 - main_output_loss: 0.4504 - aux_output_loss: 1.0288
319/363 [=========================>....] - ETA: 0s - loss: 0.5073 - main_output_loss: 0.4495 - aux_output_loss: 1.0273
346/363 [===========================>..] - ETA: 0s - loss: 0.5063 - main_output_loss: 0.4486 - aux_output_loss: 1.0258
363/363 [==============================] - 1s 2ms/step - loss: 0.5057 - main_output_loss: 0.4480 - aux_output_loss: 1.0249 - val_loss: 0.4934 - val_main_output_loss: 0.4034 - val_aux_output_loss: 1.3035
Epoch 17/20
1/363 [..............................] - ETA: 1s - loss: 0.3613 - main_output_loss: 0.2673 - aux_output_loss: 1.2071
23/363 [>.............................] - ETA: 0s - loss: 0.5628 - main_output_loss: 0.4954 - aux_output_loss: 1.1702
48/363 [==>...........................] - ETA: 0s - loss: 0.5489 - main_output_loss: 0.4863 - aux_output_loss: 1.1118
82/363 [=====>........................] - ETA: 0s - loss: 0.5302 - main_output_loss: 0.4692 - aux_output_loss: 1.0786
109/363 [========>.....................] - ETA: 0s - loss: 0.5199 - main_output_loss: 0.4596 - aux_output_loss: 1.0631
144/363 [==========>...................] - ETA: 0s - loss: 0.5109 - main_output_loss: 0.4515 - aux_output_loss: 1.0463
178/363 [=============>................] - ETA: 0s - loss: 0.5052 - main_output_loss: 0.4464 - aux_output_loss: 1.0346
213/363 [================>.............] - ETA: 0s - loss: 0.5006 - main_output_loss: 0.4423 - aux_output_loss: 1.0255
247/363 [===================>..........] - ETA: 0s - loss: 0.4976 - main_output_loss: 0.4396 - aux_output_loss: 1.0192
270/363 [=====================>........] - ETA: 0s - loss: 0.4962 - main_output_loss: 0.4384 - aux_output_loss: 1.0160
304/363 [========================>.....] - ETA: 0s - loss: 0.4947 - main_output_loss: 0.4372 - aux_output_loss: 1.0124
343/363 [===========================>..] - ETA: 0s - loss: 0.4935 - main_output_loss: 0.4363 - aux_output_loss: 1.0089
363/363 [==============================] - 1s 2ms/step - loss: 0.4931 - main_output_loss: 0.4360 - aux_output_loss: 1.0075 - val_loss: 0.4801 - val_main_output_loss: 0.3984 - val_aux_output_loss: 1.2150
Epoch 18/20
1/363 [..............................] - ETA: 0s - loss: 0.7497 - main_output_loss: 0.6708 - aux_output_loss: 1.4594
33/363 [=>............................] - ETA: 0s - loss: 0.5201 - main_output_loss: 0.4539 - aux_output_loss: 1.1154
55/363 [===>..........................] - ETA: 0s - loss: 0.5123 - main_output_loss: 0.4486 - aux_output_loss: 1.0857
77/363 [=====>........................] - ETA: 0s - loss: 0.5044 - main_output_loss: 0.4420 - aux_output_loss: 1.0654
93/363 [======>.......................] - ETA: 0s - loss: 0.5003 - main_output_loss: 0.4389 - aux_output_loss: 1.0533
105/363 [=======>......................] - ETA: 0s - loss: 0.4985 - main_output_loss: 0.4377 - aux_output_loss: 1.0459
127/363 [=========>....................] - ETA: 0s - loss: 0.4986 - main_output_loss: 0.4385 - aux_output_loss: 1.0390
155/363 [===========>..................] - ETA: 0s - loss: 0.4992 - main_output_loss: 0.4398 - aux_output_loss: 1.0336
179/363 [=============>................] - ETA: 0s - loss: 0.4982 - main_output_loss: 0.4392 - aux_output_loss: 1.0291
200/363 [===============>..............] - ETA: 0s - loss: 0.4969 - main_output_loss: 0.4382 - aux_output_loss: 1.0254
225/363 [=================>............] - ETA: 0s - loss: 0.4958 - main_output_loss: 0.4374 - aux_output_loss: 1.0217
241/363 [==================>...........] - ETA: 0s - loss: 0.4954 - main_output_loss: 0.4371 - aux_output_loss: 1.0197
264/363 [====================>.........] - ETA: 0s - loss: 0.4949 - main_output_loss: 0.4369 - aux_output_loss: 1.0171
282/363 [======================>.......] - ETA: 0s - loss: 0.4943 - main_output_loss: 0.4365 - aux_output_loss: 1.0146
302/363 [=======================>......] - ETA: 0s - loss: 0.4937 - main_output_loss: 0.4361 - aux_output_loss: 1.0120
324/363 [=========================>....] - ETA: 0s - loss: 0.4931 - main_output_loss: 0.4357 - aux_output_loss: 1.0094
343/363 [===========================>..] - ETA: 0s - loss: 0.4926 - main_output_loss: 0.4354 - aux_output_loss: 1.0075
362/363 [============================>.] - ETA: 0s - loss: 0.4922 - main_output_loss: 0.4352 - aux_output_loss: 1.0055
363/363 [==============================] - 1s 3ms/step - loss: 0.4922 - main_output_loss: 0.4352 - aux_output_loss: 1.0053 - val_loss: 0.4694 - val_main_output_loss: 0.3962 - val_aux_output_loss: 1.1279
Epoch 19/20
1/363 [..............................] - ETA: 0s - loss: 0.3821 - main_output_loss: 0.3659 - aux_output_loss: 0.5277
29/363 [=>............................] - ETA: 0s - loss: 0.4360 - main_output_loss: 0.3876 - aux_output_loss: 0.8720
66/363 [====>.........................] - ETA: 0s - loss: 0.4441 - main_output_loss: 0.3934 - aux_output_loss: 0.9002
99/363 [=======>......................] - ETA: 0s - loss: 0.4497 - main_output_loss: 0.3989 - aux_output_loss: 0.9074
129/363 [=========>....................] - ETA: 0s - loss: 0.4530 - main_output_loss: 0.4019 - aux_output_loss: 0.9126
132/363 [=========>....................] - ETA: 0s - loss: 0.4532 - main_output_loss: 0.4021 - aux_output_loss: 0.9132
166/363 [============>.................] - ETA: 0s - loss: 0.4557 - main_output_loss: 0.4043 - aux_output_loss: 0.9188
202/363 [===============>..............] - ETA: 0s - loss: 0.4579 - main_output_loss: 0.4062 - aux_output_loss: 0.9231
227/363 [=================>............] - ETA: 0s - loss: 0.4590 - main_output_loss: 0.4072 - aux_output_loss: 0.9252
249/363 [===================>..........] - ETA: 0s - loss: 0.4600 - main_output_loss: 0.4082 - aux_output_loss: 0.9260
269/363 [=====================>........] - ETA: 0s - loss: 0.4607 - main_output_loss: 0.4090 - aux_output_loss: 0.9264
290/363 [======================>.......] - ETA: 0s - loss: 0.4619 - main_output_loss: 0.4101 - aux_output_loss: 0.9274
315/363 [=========================>....] - ETA: 0s - loss: 0.4633 - main_output_loss: 0.4116 - aux_output_loss: 0.9292
342/363 [===========================>..] - ETA: 0s - loss: 0.4648 - main_output_loss: 0.4130 - aux_output_loss: 0.9310
363/363 [==============================] - 1s 2ms/step - loss: 0.4658 - main_output_loss: 0.4139 - aux_output_loss: 0.9323 - val_loss: 0.4580 - val_main_output_loss: 0.3936 - val_aux_output_loss: 1.0372
Epoch 20/20
1/363 [..............................] - ETA: 1s - loss: 0.4328 - main_output_loss: 0.3473 - aux_output_loss: 1.2019
35/363 [=>............................] - ETA: 0s - loss: 0.4353 - main_output_loss: 0.3774 - aux_output_loss: 0.9565
68/363 [====>.........................] - ETA: 0s - loss: 0.4337 - main_output_loss: 0.3795 - aux_output_loss: 0.9220
83/363 [=====>........................] - ETA: 0s - loss: 0.4357 - main_output_loss: 0.3822 - aux_output_loss: 0.9172
103/363 [=======>......................] - ETA: 0s - loss: 0.4382 - main_output_loss: 0.3854 - aux_output_loss: 0.9134
131/363 [=========>....................] - ETA: 0s - loss: 0.4409 - main_output_loss: 0.3886 - aux_output_loss: 0.9121
158/363 [============>.................] - ETA: 0s - loss: 0.4430 - main_output_loss: 0.3909 - aux_output_loss: 0.9122
181/363 [=============>................] - ETA: 0s - loss: 0.4454 - main_output_loss: 0.3934 - aux_output_loss: 0.9137
205/363 [===============>..............] - ETA: 0s - loss: 0.4476 - main_output_loss: 0.3956 - aux_output_loss: 0.9152
232/363 [==================>...........] - ETA: 0s - loss: 0.4501 - main_output_loss: 0.3982 - aux_output_loss: 0.9171
254/363 [===================>..........] - ETA: 0s - loss: 0.4521 - main_output_loss: 0.4003 - aux_output_loss: 0.9187
276/363 [=====================>........] - ETA: 0s - loss: 0.4537 - main_output_loss: 0.4019 - aux_output_loss: 0.9200
306/363 [========================>.....] - ETA: 0s - loss: 0.4559 - main_output_loss: 0.4041 - aux_output_loss: 0.9219
343/363 [===========================>..] - ETA: 0s - loss: 0.4579 - main_output_loss: 0.4061 - aux_output_loss: 0.9236
363/363 [==============================] - 1s 3ms/step - loss: 0.4589 - main_output_loss: 0.4072 - aux_output_loss: 0.9243 - val_loss: 0.4655 - val_main_output_loss: 0.4048 - val_aux_output_loss: 1.0118
total_loss, main_loss, aux_loss = model.evaluate(
[X_test_A, X_test_B], [y_test, y_test])
y_pred_main, y_pred_aux = model.predict([X_new_A, X_new_B])
1/162 [..............................] - ETA: 3s - loss: 0.5340 - main_output_loss: 0.4618 - aux_output_loss: 1.1840
23/162 [===>..........................] - ETA: 0s - loss: 0.4648 - main_output_loss: 0.4149 - aux_output_loss: 0.9139
53/162 [========>.....................] - ETA: 0s - loss: 0.4851 - main_output_loss: 0.4371 - aux_output_loss: 0.9176
87/162 [===============>..............] - ETA: 0s - loss: 0.4673 - main_output_loss: 0.4202 - aux_output_loss: 0.8909
105/162 [==================>...........] - ETA: 0s - loss: 0.4716 - main_output_loss: 0.4248 - aux_output_loss: 0.8935
106/162 [==================>...........] - ETA: 0s - loss: 0.4711 - main_output_loss: 0.4243 - aux_output_loss: 0.8925
108/162 [===================>..........] - ETA: 0s - loss: 0.4690 - main_output_loss: 0.4223 - aux_output_loss: 0.8891
116/162 [====================>.........] - ETA: 0s - loss: 0.4718 - main_output_loss: 0.4246 - aux_output_loss: 0.8973
141/162 [=========================>....] - ETA: 0s - loss: 0.4683 - main_output_loss: 0.4201 - aux_output_loss: 0.9020
162/162 [==============================] - ETA: 0s - loss: 0.4668 - main_output_loss: 0.4178 - aux_output_loss: 0.9082
162/162 [==============================] - 1s 4ms/step - loss: 0.4668 - main_output_loss: 0.4178 - aux_output_loss: 0.9082
WARNING:tensorflow:5 out of the last 7 calls to <function Model.make_predict_function.<locals>.predict_function at 0x1414b3f70> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has experimental_relax_shapes=True option that relaxes argument shapes that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/guide/function#controlling_retracing and https://www.tensorflow.org/api_docs/python/tf/function for more details.
The subclassing API¶
class WideAndDeepModel(keras.models.Model):
def __init__(self, units=30, activation="relu", **kwargs):
super().__init__(**kwargs)
self.hidden1 = keras.layers.Dense(units, activation=activation)
self.hidden2 = keras.layers.Dense(units, activation=activation)
self.main_output = keras.layers.Dense(1)
self.aux_output = keras.layers.Dense(1)
def call(self, inputs):
input_A, input_B = inputs
hidden1 = self.hidden1(input_B)
hidden2 = self.hidden2(hidden1)
concat = keras.layers.concatenate([input_A, hidden2])
main_output = self.main_output(concat)
aux_output = self.aux_output(hidden2)
return main_output, aux_output
model = WideAndDeepModel(30, activation="relu")
model.compile(loss="mse",
loss_weights=[0.9, 0.1],
optimizer=keras.optimizers.SGD(lr=1e-3))
history = model.fit(
(X_train_A, X_train_B), (y_train, y_train),
epochs=10,
validation_data=((X_valid_A, X_valid_B), (y_valid, y_valid)))
total_loss, main_loss, aux_loss = model.evaluate((X_test_A, X_test_B),
(y_test, y_test))
y_pred_main, y_pred_aux = model.predict((X_new_A, X_new_B))
Epoch 1/10
1/363 [..............................] - ETA: 14:15 - loss: 6.1637 - output_1_loss: 6.2747 - output_2_loss: 5.1650
21/363 [>.............................] - ETA: 0s - loss: 5.4827 - output_1_loss: 5.5757 - output_2_loss: 4.6458
46/363 [==>...........................] - ETA: 0s - loss: 5.2198 - output_1_loss: 5.2884 - output_2_loss: 4.6027
64/363 [====>.........................] - ETA: 0s - loss: 5.0080 - output_1_loss: 5.0620 - output_2_loss: 4.5222
81/363 [=====>........................] - ETA: 0s - loss: 4.8353 - output_1_loss: 4.8768 - output_2_loss: 4.4626
114/363 [========>.....................] - ETA: 0s - loss: 4.5520 - output_1_loss: 4.5734 - output_2_loss: 4.3596
144/363 [==========>...................] - ETA: 0s - loss: 4.3291 - output_1_loss: 4.3357 - output_2_loss: 4.2693
179/363 [=============>................] - ETA: 0s - loss: 4.1064 - output_1_loss: 4.0990 - output_2_loss: 4.1729
203/363 [===============>..............] - ETA: 0s - loss: 3.9696 - output_1_loss: 3.9542 - output_2_loss: 4.1085
235/363 [==================>...........] - ETA: 0s - loss: 3.8241 - output_1_loss: 3.7981 - output_2_loss: 4.0582
257/363 [====================>.........] - ETA: 0s - loss: 3.7399 - output_1_loss: 3.7072 - output_2_loss: 4.0342
271/363 [=====================>........] - ETA: 0s - loss: 3.6884 - output_1_loss: 3.6520 - output_2_loss: 4.0168
288/363 [======================>.......] - ETA: 0s - loss: 3.6285 - output_1_loss: 3.5878 - output_2_loss: 3.9950
310/363 [========================>.....] - ETA: 0s - loss: 3.5538 - output_1_loss: 3.5082 - output_2_loss: 3.9639
329/363 [==========================>...] - ETA: 0s - loss: 3.4920 - output_1_loss: 3.4427 - output_2_loss: 3.9353
344/363 [===========================>..] - ETA: 0s - loss: 3.4452 - output_1_loss: 3.3933 - output_2_loss: 3.9126
357/363 [============================>.] - ETA: 0s - loss: 3.4061 - output_1_loss: 3.3520 - output_2_loss: 3.8928
363/363 [==============================] - 4s 5ms/step - loss: 3.3855 - output_1_loss: 3.3304 - output_2_loss: 3.8821 - val_loss: 2.1435 - val_output_1_loss: 1.1581 - val_output_2_loss: 11.0117
Epoch 2/10
1/363 [..............................] - ETA: 1s - loss: 0.8675 - output_1_loss: 0.7433 - output_2_loss: 1.9850
16/363 [>.............................] - ETA: 1s - loss: 1.5372 - output_1_loss: 1.2124 - output_2_loss: 4.4604
34/363 [=>............................] - ETA: 1s - loss: 1.4401 - output_1_loss: 1.1637 - output_2_loss: 3.9275
63/363 [====>.........................] - ETA: 0s - loss: 1.3408 - output_1_loss: 1.1099 - output_2_loss: 3.4191
97/363 [=======>......................] - ETA: 0s - loss: 1.2648 - output_1_loss: 1.0631 - output_2_loss: 3.0806
118/363 [========>.....................] - ETA: 0s - loss: 1.2314 - output_1_loss: 1.0409 - output_2_loss: 2.9455
140/363 [==========>...................] - ETA: 0s - loss: 1.2038 - output_1_loss: 1.0219 - output_2_loss: 2.8410
166/363 [============>.................] - ETA: 0s - loss: 1.1797 - output_1_loss: 1.0056 - output_2_loss: 2.7473
195/363 [===============>..............] - ETA: 0s - loss: 1.1564 - output_1_loss: 0.9890 - output_2_loss: 2.6634
218/363 [=================>............] - ETA: 0s - loss: 1.1414 - output_1_loss: 0.9781 - output_2_loss: 2.6108
235/363 [==================>...........] - ETA: 0s - loss: 1.1315 - output_1_loss: 0.9710 - output_2_loss: 2.5765
256/363 [====================>.........] - ETA: 0s - loss: 1.1207 - output_1_loss: 0.9632 - output_2_loss: 2.5384
275/363 [=====================>........] - ETA: 0s - loss: 1.1121 - output_1_loss: 0.9570 - output_2_loss: 2.5075
288/363 [======================>.......] - ETA: 0s - loss: 1.1064 - output_1_loss: 0.9529 - output_2_loss: 2.4879
295/363 [=======================>......] - ETA: 0s - loss: 1.1034 - output_1_loss: 0.9507 - output_2_loss: 2.4777
300/363 [=======================>......] - ETA: 0s - loss: 1.1013 - output_1_loss: 0.9492 - output_2_loss: 2.4707
315/363 [=========================>....] - ETA: 0s - loss: 1.0954 - output_1_loss: 0.9448 - output_2_loss: 2.4506
331/363 [==========================>...] - ETA: 0s - loss: 1.0896 - output_1_loss: 0.9406 - output_2_loss: 2.4307
350/363 [===========================>..] - ETA: 0s - loss: 1.0833 - output_1_loss: 0.9360 - output_2_loss: 2.4089
362/363 [============================>.] - ETA: 0s - loss: 1.0796 - output_1_loss: 0.9333 - output_2_loss: 2.3963
363/363 [==============================] - 1s 3ms/step - loss: 1.0790 - output_1_loss: 0.9329 - output_2_loss: 2.3942 - val_loss: 1.7567 - val_output_1_loss: 0.8205 - val_output_2_loss: 10.1825
Epoch 3/10
1/363 [..............................] - ETA: 1s - loss: 0.5818 - output_1_loss: 0.5004 - output_2_loss: 1.3153
10/363 [..............................] - ETA: 1s - loss: 0.8900 - output_1_loss: 0.7930 - output_2_loss: 1.7636
23/363 [>.............................] - ETA: 1s - loss: 0.8902 - output_1_loss: 0.7972 - output_2_loss: 1.7265
33/363 [=>............................] - ETA: 1s - loss: 0.8816 - output_1_loss: 0.7898 - output_2_loss: 1.7076
44/363 [==>...........................] - ETA: 1s - loss: 0.8736 - output_1_loss: 0.7809 - output_2_loss: 1.7079
55/363 [===>..........................] - ETA: 1s - loss: 0.8687 - output_1_loss: 0.7752 - output_2_loss: 1.7101
77/363 [=====>........................] - ETA: 1s - loss: 0.8750 - output_1_loss: 0.7735 - output_2_loss: 1.7891
104/363 [=======>......................] - ETA: 0s - loss: 0.8805 - output_1_loss: 0.7722 - output_2_loss: 1.8558
123/363 [=========>....................] - ETA: 0s - loss: 0.8812 - output_1_loss: 0.7711 - output_2_loss: 1.8723
146/363 [===========>..................] - ETA: 0s - loss: 0.8817 - output_1_loss: 0.7708 - output_2_loss: 1.8805
174/363 [=============>................] - ETA: 0s - loss: 0.8825 - output_1_loss: 0.7715 - output_2_loss: 1.8822
205/363 [===============>..............] - ETA: 0s - loss: 0.8817 - output_1_loss: 0.7710 - output_2_loss: 1.8776
242/363 [===================>..........] - ETA: 0s - loss: 0.8773 - output_1_loss: 0.7678 - output_2_loss: 1.8626
267/363 [=====================>........] - ETA: 0s - loss: 0.8742 - output_1_loss: 0.7656 - output_2_loss: 1.8518
278/363 [=====================>........] - ETA: 0s - loss: 0.8729 - output_1_loss: 0.7646 - output_2_loss: 1.8473
284/363 [======================>.......] - ETA: 0s - loss: 0.8722 - output_1_loss: 0.7641 - output_2_loss: 1.8450
304/363 [========================>.....] - ETA: 0s - loss: 0.8701 - output_1_loss: 0.7626 - output_2_loss: 1.8380
321/363 [=========================>....] - ETA: 0s - loss: 0.8685 - output_1_loss: 0.7614 - output_2_loss: 1.8326
341/363 [===========================>..] - ETA: 0s - loss: 0.8667 - output_1_loss: 0.7601 - output_2_loss: 1.8267
362/363 [============================>.] - ETA: 0s - loss: 0.8646 - output_1_loss: 0.7584 - output_2_loss: 1.8200
363/363 [==============================] - 1s 3ms/step - loss: 0.8644 - output_1_loss: 0.7583 - output_2_loss: 1.8194 - val_loss: 1.5664 - val_output_1_loss: 0.7913 - val_output_2_loss: 8.5419
Epoch 4/10
1/363 [..............................] - ETA: 0s - loss: 0.4651 - output_1_loss: 0.4189 - output_2_loss: 0.8809
29/363 [=>............................] - ETA: 0s - loss: 0.7742 - output_1_loss: 0.7020 - output_2_loss: 1.4245
50/363 [===>..........................] - ETA: 0s - loss: 0.7927 - output_1_loss: 0.7156 - output_2_loss: 1.4866
67/363 [====>.........................] - ETA: 0s - loss: 0.7992 - output_1_loss: 0.7204 - output_2_loss: 1.5088
90/363 [======>.......................] - ETA: 0s - loss: 0.8049 - output_1_loss: 0.7241 - output_2_loss: 1.5317
116/363 [========>.....................] - ETA: 0s - loss: 0.8014 - output_1_loss: 0.7193 - output_2_loss: 1.5397
139/363 [==========>...................] - ETA: 0s - loss: 0.7982 - output_1_loss: 0.7154 - output_2_loss: 1.5437
164/363 [============>.................] - ETA: 0s - loss: 0.7953 - output_1_loss: 0.7120 - output_2_loss: 1.5449
191/363 [==============>...............] - ETA: 0s - loss: 0.7945 - output_1_loss: 0.7101 - output_2_loss: 1.5543
209/363 [================>.............] - ETA: 0s - loss: 0.7944 - output_1_loss: 0.7091 - output_2_loss: 1.5621
235/363 [==================>...........] - ETA: 0s - loss: 0.7932 - output_1_loss: 0.7071 - output_2_loss: 1.5683
246/363 [===================>..........] - ETA: 0s - loss: 0.7925 - output_1_loss: 0.7061 - output_2_loss: 1.5699
280/363 [======================>.......] - ETA: 0s - loss: 0.7907 - output_1_loss: 0.7037 - output_2_loss: 1.5733
314/363 [========================>.....] - ETA: 0s - loss: 0.7883 - output_1_loss: 0.7012 - output_2_loss: 1.5723
347/363 [===========================>..] - ETA: 0s - loss: 0.7861 - output_1_loss: 0.6990 - output_2_loss: 1.5702
363/363 [==============================] - 1s 3ms/step - loss: 0.7850 - output_1_loss: 0.6979 - output_2_loss: 1.5689 - val_loss: 1.3088 - val_output_1_loss: 0.6549 - val_output_2_loss: 7.1933
Epoch 5/10
1/363 [..............................] - ETA: 0s - loss: 0.9750 - output_1_loss: 0.8279 - output_2_loss: 2.2985
30/363 [=>............................] - ETA: 0s - loss: 0.7661 - output_1_loss: 0.6767 - output_2_loss: 1.5709
49/363 [===>..........................] - ETA: 0s - loss: 0.7585 - output_1_loss: 0.6739 - output_2_loss: 1.5200
57/363 [===>..........................] - ETA: 0s - loss: 0.7568 - output_1_loss: 0.6733 - output_2_loss: 1.5087
73/363 [=====>........................] - ETA: 0s - loss: 0.7552 - output_1_loss: 0.6724 - output_2_loss: 1.5009
95/363 [======>.......................] - ETA: 0s - loss: 0.7571 - output_1_loss: 0.6746 - output_2_loss: 1.4994
125/363 [=========>....................] - ETA: 0s - loss: 0.7558 - output_1_loss: 0.6744 - output_2_loss: 1.4883
160/363 [============>.................] - ETA: 0s - loss: 0.7490 - output_1_loss: 0.6689 - output_2_loss: 1.4698
188/363 [==============>...............] - ETA: 0s - loss: 0.7442 - output_1_loss: 0.6648 - output_2_loss: 1.4591
216/363 [================>.............] - ETA: 0s - loss: 0.7398 - output_1_loss: 0.6607 - output_2_loss: 1.4511
248/363 [===================>..........] - ETA: 0s - loss: 0.7359 - output_1_loss: 0.6571 - output_2_loss: 1.4448
279/363 [======================>.......] - ETA: 0s - loss: 0.7332 - output_1_loss: 0.6545 - output_2_loss: 1.4410
310/363 [========================>.....] - ETA: 0s - loss: 0.7314 - output_1_loss: 0.6523 - output_2_loss: 1.4430
345/363 [===========================>..] - ETA: 0s - loss: 0.7299 - output_1_loss: 0.6505 - output_2_loss: 1.4448
363/363 [==============================] - 1s 3ms/step - loss: 0.7294 - output_1_loss: 0.6499 - output_2_loss: 1.4452 - val_loss: 1.1357 - val_output_1_loss: 0.5964 - val_output_2_loss: 5.9898
Epoch 6/10
1/363 [..............................] - ETA: 0s - loss: 0.5235 - output_1_loss: 0.5093 - output_2_loss: 0.6513
29/363 [=>............................] - ETA: 0s - loss: 0.6462 - output_1_loss: 0.5753 - output_2_loss: 1.2841
61/363 [====>.........................] - ETA: 0s - loss: 0.6790 - output_1_loss: 0.6046 - output_2_loss: 1.3486
91/363 [======>.......................] - ETA: 0s - loss: 0.6843 - output_1_loss: 0.6091 - output_2_loss: 1.3608
124/363 [=========>....................] - ETA: 0s - loss: 0.6857 - output_1_loss: 0.6088 - output_2_loss: 1.3778
156/363 [===========>..................] - ETA: 0s - loss: 0.6862 - output_1_loss: 0.6080 - output_2_loss: 1.3902
189/363 [==============>...............] - ETA: 0s - loss: 0.6880 - output_1_loss: 0.6091 - output_2_loss: 1.3983
226/363 [=================>............] - ETA: 0s - loss: 0.6891 - output_1_loss: 0.6098 - output_2_loss: 1.4028
255/363 [====================>.........] - ETA: 0s - loss: 0.6886 - output_1_loss: 0.6092 - output_2_loss: 1.4030
284/363 [======================>.......] - ETA: 0s - loss: 0.6884 - output_1_loss: 0.6091 - output_2_loss: 1.4019
316/363 [=========================>....] - ETA: 0s - loss: 0.6882 - output_1_loss: 0.6091 - output_2_loss: 1.4001
345/363 [===========================>..] - ETA: 0s - loss: 0.6880 - output_1_loss: 0.6091 - output_2_loss: 1.3983
363/363 [==============================] - 1s 2ms/step - loss: 0.6880 - output_1_loss: 0.6092 - output_2_loss: 1.3974 - val_loss: 1.0036 - val_output_1_loss: 0.5937 - val_output_2_loss: 4.6933
Epoch 7/10
1/363 [..............................] - ETA: 1s - loss: 0.9128 - output_1_loss: 0.8383 - output_2_loss: 1.5824
37/363 [==>...........................] - ETA: 0s - loss: 0.7607 - output_1_loss: 0.6841 - output_2_loss: 1.4503
68/363 [====>.........................] - ETA: 0s - loss: 0.7516 - output_1_loss: 0.6750 - output_2_loss: 1.4416
98/363 [=======>......................] - ETA: 0s - loss: 0.7388 - output_1_loss: 0.6598 - output_2_loss: 1.4496
136/363 [==========>...................] - ETA: 0s - loss: 0.7270 - output_1_loss: 0.6473 - output_2_loss: 1.4441
175/363 [=============>................] - ETA: 0s - loss: 0.7181 - output_1_loss: 0.6384 - output_2_loss: 1.4355
210/363 [================>.............] - ETA: 0s - loss: 0.7105 - output_1_loss: 0.6311 - output_2_loss: 1.4250
241/363 [==================>...........] - ETA: 0s - loss: 0.7053 - output_1_loss: 0.6263 - output_2_loss: 1.4156
271/363 [=====================>........] - ETA: 0s - loss: 0.7007 - output_1_loss: 0.6222 - output_2_loss: 1.4074
307/363 [========================>.....] - ETA: 0s - loss: 0.6968 - output_1_loss: 0.6187 - output_2_loss: 1.3997
344/363 [===========================>..] - ETA: 0s - loss: 0.6935 - output_1_loss: 0.6157 - output_2_loss: 1.3933
363/363 [==============================] - 1s 2ms/step - loss: 0.6918 - output_1_loss: 0.6143 - output_2_loss: 1.3899 - val_loss: 0.8904 - val_output_1_loss: 0.5591 - val_output_2_loss: 3.8714
Epoch 8/10
1/363 [..............................] - ETA: 1s - loss: 0.4863 - output_1_loss: 0.4213 - output_2_loss: 1.0718
21/363 [>.............................] - ETA: 0s - loss: 0.7032 - output_1_loss: 0.6439 - output_2_loss: 1.2367
41/363 [==>...........................] - ETA: 0s - loss: 0.7286 - output_1_loss: 0.6625 - output_2_loss: 1.3232
62/363 [====>.........................] - ETA: 0s - loss: 0.7129 - output_1_loss: 0.6448 - output_2_loss: 1.3255
89/363 [======>.......................] - ETA: 0s - loss: 0.6944 - output_1_loss: 0.6253 - output_2_loss: 1.3165
115/363 [========>.....................] - ETA: 0s - loss: 0.6835 - output_1_loss: 0.6140 - output_2_loss: 1.3088
139/363 [==========>...................] - ETA: 0s - loss: 0.6755 - output_1_loss: 0.6061 - output_2_loss: 1.3000
163/363 [============>.................] - ETA: 0s - loss: 0.6689 - output_1_loss: 0.5995 - output_2_loss: 1.2934
186/363 [==============>...............] - ETA: 0s - loss: 0.6636 - output_1_loss: 0.5942 - output_2_loss: 1.2884
213/363 [================>.............] - ETA: 0s - loss: 0.6591 - output_1_loss: 0.5896 - output_2_loss: 1.2846
239/363 [==================>...........] - ETA: 0s - loss: 0.6562 - output_1_loss: 0.5867 - output_2_loss: 1.2818
261/363 [====================>.........] - ETA: 0s - loss: 0.6547 - output_1_loss: 0.5852 - output_2_loss: 1.2807
285/363 [======================>.......] - ETA: 0s - loss: 0.6534 - output_1_loss: 0.5838 - output_2_loss: 1.2796
310/363 [========================>.....] - ETA: 0s - loss: 0.6523 - output_1_loss: 0.5826 - output_2_loss: 1.2792
342/363 [===========================>..] - ETA: 0s - loss: 0.6511 - output_1_loss: 0.5813 - output_2_loss: 1.2795
363/363 [==============================] - 1s 3ms/step - loss: 0.6504 - output_1_loss: 0.5805 - output_2_loss: 1.2797 - val_loss: 0.8009 - val_output_1_loss: 0.5243 - val_output_2_loss: 3.2903
Epoch 9/10
1/363 [..............................] - ETA: 0s - loss: 0.4246 - output_1_loss: 0.3720 - output_2_loss: 0.8976
38/363 [==>...........................] - ETA: 0s - loss: 0.5941 - output_1_loss: 0.5255 - output_2_loss: 1.2112
70/363 [====>.........................] - ETA: 0s - loss: 0.6056 - output_1_loss: 0.5357 - output_2_loss: 1.2349
106/363 [=======>......................] - ETA: 0s - loss: 0.6129 - output_1_loss: 0.5423 - output_2_loss: 1.2483
140/363 [==========>...................] - ETA: 0s - loss: 0.6184 - output_1_loss: 0.5482 - output_2_loss: 1.2503
175/363 [=============>................] - ETA: 0s - loss: 0.6226 - output_1_loss: 0.5526 - output_2_loss: 1.2533
212/363 [================>.............] - ETA: 0s - loss: 0.6255 - output_1_loss: 0.5554 - output_2_loss: 1.2564
242/363 [===================>..........] - ETA: 0s - loss: 0.6268 - output_1_loss: 0.5567 - output_2_loss: 1.2572
278/363 [=====================>........] - ETA: 0s - loss: 0.6274 - output_1_loss: 0.5575 - output_2_loss: 1.2563
314/363 [========================>.....] - ETA: 0s - loss: 0.6274 - output_1_loss: 0.5577 - output_2_loss: 1.2550
345/363 [===========================>..] - ETA: 0s - loss: 0.6272 - output_1_loss: 0.5576 - output_2_loss: 1.2539
363/363 [==============================] - 1s 2ms/step - loss: 0.6270 - output_1_loss: 0.5574 - output_2_loss: 1.2533 - val_loss: 0.7357 - val_output_1_loss: 0.5144 - val_output_2_loss: 2.7275
Epoch 10/10
1/363 [..............................] - ETA: 0s - loss: 0.9459 - output_1_loss: 0.8504 - output_2_loss: 1.8057
37/363 [==>...........................] - ETA: 0s - loss: 0.6469 - output_1_loss: 0.5670 - output_2_loss: 1.3660
75/363 [=====>........................] - ETA: 0s - loss: 0.6389 - output_1_loss: 0.5618 - output_2_loss: 1.3336
106/363 [=======>......................] - ETA: 0s - loss: 0.6337 - output_1_loss: 0.5583 - output_2_loss: 1.3124
140/363 [==========>...................] - ETA: 0s - loss: 0.6282 - output_1_loss: 0.5542 - output_2_loss: 1.2938
175/363 [=============>................] - ETA: 0s - loss: 0.6249 - output_1_loss: 0.5519 - output_2_loss: 1.2825
212/363 [================>.............] - ETA: 0s - loss: 0.6230 - output_1_loss: 0.5506 - output_2_loss: 1.2745
246/363 [===================>..........] - ETA: 0s - loss: 0.6210 - output_1_loss: 0.5492 - output_2_loss: 1.2673
277/363 [=====================>........] - ETA: 0s - loss: 0.6197 - output_1_loss: 0.5484 - output_2_loss: 1.2615
306/363 [========================>.....] - ETA: 0s - loss: 0.6185 - output_1_loss: 0.5475 - output_2_loss: 1.2573
343/363 [===========================>..] - ETA: 0s - loss: 0.6169 - output_1_loss: 0.5463 - output_2_loss: 1.2523
363/363 [==============================] - 1s 2ms/step - loss: 0.6160 - output_1_loss: 0.5456 - output_2_loss: 1.2495 - val_loss: 0.6849 - val_output_1_loss: 0.5014 - val_output_2_loss: 2.3370
1/162 [..............................] - ETA: 3s - loss: 0.6944 - output_1_loss: 0.6208 - output_2_loss: 1.3563
41/162 [======>.......................] - ETA: 0s - loss: 0.5999 - output_1_loss: 0.5329 - output_2_loss: 1.2030
71/162 [============>.................] - ETA: 0s - loss: 0.5964 - output_1_loss: 0.5341 - output_2_loss: 1.1573
114/162 [====================>.........] - ETA: 0s - loss: 0.5892 - output_1_loss: 0.5268 - output_2_loss: 1.1509
151/162 [==========================>...] - ETA: 0s - loss: 0.5835 - output_1_loss: 0.5196 - output_2_loss: 1.1592
162/162 [==============================] - 0s 1ms/step - loss: 0.5841 - output_1_loss: 0.5188 - output_2_loss: 1.1722
WARNING:tensorflow:6 out of the last 8 calls to <function Model.make_predict_function.<locals>.predict_function at 0x1208a2af0> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has experimental_relax_shapes=True option that relaxes argument shapes that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/guide/function#controlling_retracing and https://www.tensorflow.org/api_docs/python/tf/function for more details.
Saving and Restoring¶
np.random.seed(42)
tf.random.set_seed(42)
model = keras.models.Sequential([
keras.layers.Dense(30, activation="relu", input_shape=[8]),
keras.layers.Dense(30, activation="relu"),
keras.layers.Dense(1)
])
model.compile(loss="mse", optimizer=keras.optimizers.SGD(lr=1e-3))
history = model.fit(X_train, y_train, epochs=10, validation_data=(X_valid, y_valid))
mse_test = model.evaluate(X_test, y_test)
Epoch 1/10
1/363 [..............................] - ETA: 2:06 - loss: 7.8215
39/363 [==>...........................] - ETA: 0s - loss: 6.4695
80/363 [=====>........................] - ETA: 0s - loss: 5.6929
121/363 [=========>....................] - ETA: 0s - loss: 5.1134
167/363 [============>.................] - ETA: 0s - loss: 4.6028
211/363 [================>.............] - ETA: 0s - loss: 4.2179
250/363 [===================>..........] - ETA: 0s - loss: 3.9485
290/363 [======================>.......] - ETA: 0s - loss: 3.7166
334/363 [==========================>...] - ETA: 0s - loss: 3.4991
363/363 [==============================] - 1s 2ms/step - loss: 3.3697 - val_loss: 0.7126
Epoch 2/10
1/363 [..............................] - ETA: 0s - loss: 0.6330
46/363 [==>...........................] - ETA: 0s - loss: 0.8125
84/363 [=====>........................] - ETA: 0s - loss: 0.7737
121/363 [=========>....................] - ETA: 0s - loss: 0.7510
156/363 [===========>..................] - ETA: 0s - loss: 0.7371
200/363 [===============>..............] - ETA: 0s - loss: 0.7239
244/363 [===================>..........] - ETA: 0s - loss: 0.7138
288/363 [======================>.......] - ETA: 0s - loss: 0.7065
333/363 [==========================>...] - ETA: 0s - loss: 0.6999
363/363 [==============================] - 1s 2ms/step - loss: 0.6964 - val_loss: 0.6880
Epoch 3/10
1/363 [..............................] - ETA: 0s - loss: 0.4943
43/363 [==>...........................] - ETA: 0s - loss: 0.6653
88/363 [======>.......................] - ETA: 0s - loss: 0.6416
132/363 [=========>....................] - ETA: 0s - loss: 0.6347
170/363 [=============>................] - ETA: 0s - loss: 0.6315
204/363 [===============>..............] - ETA: 0s - loss: 0.6295
243/363 [===================>..........] - ETA: 0s - loss: 0.6256
276/363 [=====================>........] - ETA: 0s - loss: 0.6224
320/363 [=========================>....] - ETA: 0s - loss: 0.6194
363/363 [==============================] - 1s 2ms/step - loss: 0.6167 - val_loss: 0.5803
Epoch 4/10
1/363 [..............................] - ETA: 0s - loss: 0.3378
43/363 [==>...........................] - ETA: 0s - loss: 0.6319
86/363 [======>.......................] - ETA: 0s - loss: 0.6269
124/363 [=========>....................] - ETA: 0s - loss: 0.6140
166/363 [============>.................] - ETA: 0s - loss: 0.6038
211/363 [================>.............] - ETA: 0s - loss: 0.5992
254/363 [===================>..........] - ETA: 0s - loss: 0.5945
292/363 [=======================>......] - ETA: 0s - loss: 0.5910
320/363 [=========================>....] - ETA: 0s - loss: 0.5883
360/363 [============================>.] - ETA: 0s - loss: 0.5849
363/363 [==============================] - 1s 2ms/step - loss: 0.5846 - val_loss: 0.5166
Epoch 5/10
1/363 [..............................] - ETA: 0s - loss: 0.6672
39/363 [==>...........................] - ETA: 0s - loss: 0.5493
70/363 [====>.........................] - ETA: 0s - loss: 0.5487
117/363 [========>.....................] - ETA: 0s - loss: 0.5503
161/363 [============>.................] - ETA: 0s - loss: 0.5459
196/363 [===============>..............] - ETA: 0s - loss: 0.5420
217/363 [================>.............] - ETA: 0s - loss: 0.5397
237/363 [==================>...........] - ETA: 0s - loss: 0.5380
255/363 [====================>.........] - ETA: 0s - loss: 0.5366
275/363 [=====================>........] - ETA: 0s - loss: 0.5354
301/363 [=======================>......] - ETA: 0s - loss: 0.5339
322/363 [=========================>....] - ETA: 0s - loss: 0.5330
346/363 [===========================>..] - ETA: 0s - loss: 0.5323
363/363 [==============================] - 1s 3ms/step - loss: 0.5321 - val_loss: 0.4895
Epoch 6/10
1/363 [..............................] - ETA: 0s - loss: 0.4166
23/363 [>.............................] - ETA: 0s - loss: 0.5258
34/363 [=>............................] - ETA: 1s - loss: 0.5255
58/363 [===>..........................] - ETA: 0s - loss: 0.5293
87/363 [======>.......................] - ETA: 0s - loss: 0.5251
121/363 [=========>....................] - ETA: 0s - loss: 0.5191
151/363 [===========>..................] - ETA: 0s - loss: 0.5159
174/363 [=============>................] - ETA: 0s - loss: 0.5146
195/363 [===============>..............] - ETA: 0s - loss: 0.5139
219/363 [=================>............] - ETA: 0s - loss: 0.5134
246/363 [===================>..........] - ETA: 0s - loss: 0.5117
268/363 [=====================>........] - ETA: 0s - loss: 0.5107
278/363 [=====================>........] - ETA: 0s - loss: 0.5103
310/363 [========================>.....] - ETA: 0s - loss: 0.5095
348/363 [===========================>..] - ETA: 0s - loss: 0.5086
363/363 [==============================] - 1s 3ms/step - loss: 0.5083 - val_loss: 0.4951
Epoch 7/10
1/363 [..............................] - ETA: 0s - loss: 0.8299
39/363 [==>...........................] - ETA: 0s - loss: 0.5711
78/363 [=====>........................] - ETA: 0s - loss: 0.5516
99/363 [=======>......................] - ETA: 0s - loss: 0.5418
122/363 [=========>....................] - ETA: 0s - loss: 0.5342
149/363 [===========>..................] - ETA: 0s - loss: 0.5290
176/363 [=============>................] - ETA: 0s - loss: 0.5241
195/363 [===============>..............] - ETA: 0s - loss: 0.5206
224/363 [=================>............] - ETA: 0s - loss: 0.5162
257/363 [====================>.........] - ETA: 0s - loss: 0.5120
300/363 [=======================>......] - ETA: 0s - loss: 0.5083
340/363 [===========================>..] - ETA: 0s - loss: 0.5058
363/363 [==============================] - 1s 2ms/step - loss: 0.5044 - val_loss: 0.4861
Epoch 8/10
1/363 [..............................] - ETA: 0s - loss: 0.2886
47/363 [==>...........................] - ETA: 0s - loss: 0.5543
90/363 [======>.......................] - ETA: 0s - loss: 0.5230
120/363 [========>.....................] - ETA: 0s - loss: 0.5117
142/363 [==========>...................] - ETA: 0s - loss: 0.5047
143/363 [==========>...................] - ETA: 0s - loss: 0.5044
145/363 [==========>...................] - ETA: 0s - loss: 0.5039
146/363 [===========>..................] - ETA: 0s - loss: 0.5036
170/363 [=============>................] - ETA: 0s - loss: 0.4977
196/363 [===============>..............] - ETA: 0s - loss: 0.4925
215/363 [================>.............] - ETA: 0s - loss: 0.4897
241/363 [==================>...........] - ETA: 0s - loss: 0.4870
263/363 [====================>.........] - ETA: 0s - loss: 0.4856
289/363 [======================>.......] - ETA: 0s - loss: 0.4842
310/363 [========================>.....] - ETA: 0s - loss: 0.4833
348/363 [===========================>..] - ETA: 0s - loss: 0.4818
363/363 [==============================] - 1s 3ms/step - loss: 0.4813 - val_loss: 0.4554
Epoch 9/10
1/363 [..............................] - ETA: 0s - loss: 0.2877
42/363 [==>...........................] - ETA: 0s - loss: 0.4329
69/363 [====>.........................] - ETA: 0s - loss: 0.4411
94/363 [======>.......................] - ETA: 0s - loss: 0.4468
111/363 [========>.....................] - ETA: 0s - loss: 0.4505
121/363 [=========>....................] - ETA: 0s - loss: 0.4522
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363/363 [==============================] - 2s 5ms/step - loss: 0.4627 - val_loss: 0.4413
Epoch 10/10
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363/363 [==============================] - 2s 5ms/step - loss: 0.4549 - val_loss: 0.4379
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path = "data/101/my_keras_model.h5"
# model.save(path)
model = keras.models.load_model(path)
model.predict(X_new)
WARNING:tensorflow:7 out of the last 9 calls to <function Model.make_predict_function.<locals>.predict_function at 0x1208a2dc0> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has experimental_relax_shapes=True option that relaxes argument shapes that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/guide/function#controlling_retracing and https://www.tensorflow.org/api_docs/python/tf/function for more details.
array([[0.5400237],
[1.6505971],
[3.0098243]], dtype=float32)
# model.save_weights("data/101/my_keras_weights.ckpt")
model.load_weights("data/101/my_keras_weights.ckpt")
<tensorflow.python.training.tracking.util.CheckpointLoadStatus at 0x1411768e0>
Using Callbacks during Training¶
keras.backend.clear_session()
np.random.seed(42)
tf.random.set_seed(42)
model = keras.models.Sequential([
keras.layers.Dense(30, activation="relu", input_shape=[8]),
keras.layers.Dense(30, activation="relu"),
keras.layers.Dense(1)
])
model.compile(loss="mse", optimizer=keras.optimizers.SGD(lr=1e-3))
checkpoint_cb = keras.callbacks.ModelCheckpoint("data/101/my_keras_model2.h5", save_best_only=True)
history = model.fit(X_train, y_train, epochs=10,
validation_data=(X_valid, y_valid),
callbacks=[checkpoint_cb])
model = keras.models.load_model(
"data/101/my_keras_model2.h5") # rollback to best model
mse_test = model.evaluate(X_test, y_test)
Epoch 1/10
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363/363 [==============================] - 3s 6ms/step - loss: 3.3697 - val_loss: 0.7126
Epoch 2/10
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363/363 [==============================] - 1s 3ms/step - loss: 0.6964 - val_loss: 0.6880
Epoch 3/10
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363/363 [==============================] - 1s 2ms/step - loss: 0.6167 - val_loss: 0.5803
Epoch 4/10
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363/363 [==============================] - ETA: 0s - loss: 0.5846
363/363 [==============================] - 1s 3ms/step - loss: 0.5846 - val_loss: 0.5166
Epoch 5/10
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363/363 [==============================] - 2s 6ms/step - loss: 0.5321 - val_loss: 0.4895
Epoch 6/10
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363/363 [==============================] - 1s 3ms/step - loss: 0.5083 - val_loss: 0.4951
Epoch 7/10
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363/363 [==============================] - 2s 5ms/step - loss: 0.5044 - val_loss: 0.4861
Epoch 8/10
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363/363 [==============================] - 2s 4ms/step - loss: 0.4813 - val_loss: 0.4554
Epoch 9/10
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353/363 [============================>.] - ETA: 0s - loss: 0.4628
363/363 [==============================] - 2s 5ms/step - loss: 0.4627 - val_loss: 0.4413
Epoch 10/10
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363/363 [==============================] - 1s 4ms/step - loss: 0.4549 - val_loss: 0.4379
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162/162 [==============================] - 1s 2ms/step - loss: 0.4382
model.compile(loss="mse", optimizer=keras.optimizers.SGD(lr=1e-3))
early_stopping_cb = keras.callbacks.EarlyStopping(patience=10,
restore_best_weights=True)
history = model.fit(X_train, y_train, epochs=100,
validation_data=(X_valid, y_valid),
callbacks=[checkpoint_cb, early_stopping_cb])
mse_test = model.evaluate(X_test, y_test)
Epoch 1/100
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363/363 [==============================] - 2s 3ms/step - loss: 0.4578 - val_loss: 0.4110
Epoch 2/100
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363/363 [==============================] - 1s 3ms/step - loss: 0.4430 - val_loss: 0.4266
Epoch 3/100
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343/363 [===========================>..] - ETA: 0s - loss: 0.4383
363/363 [==============================] - 1s 2ms/step - loss: 0.4376 - val_loss: 0.3996
Epoch 4/100
1/363 [..............................] - ETA: 0s - loss: 0.2206
34/363 [=>............................] - ETA: 0s - loss: 0.4518
72/363 [====>.........................] - ETA: 0s - loss: 0.4618
103/363 [=======>......................] - ETA: 0s - loss: 0.4576
134/363 [==========>...................] - ETA: 0s - loss: 0.4509
167/363 [============>.................] - ETA: 0s - loss: 0.4460
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228/363 [=================>............] - ETA: 0s - loss: 0.4433
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303/363 [========================>.....] - ETA: 0s - loss: 0.4392
331/363 [==========================>...] - ETA: 0s - loss: 0.4376
363/363 [==============================] - 1s 2ms/step - loss: 0.4361 - val_loss: 0.3939
Epoch 5/100
1/363 [..............................] - ETA: 0s - loss: 0.5950
32/363 [=>............................] - ETA: 0s - loss: 0.4487
49/363 [===>..........................] - ETA: 0s - loss: 0.4450
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79/363 [=====>........................] - ETA: 0s - loss: 0.4430
96/363 [======>.......................] - ETA: 0s - loss: 0.4422
116/363 [========>.....................] - ETA: 0s - loss: 0.4402
145/363 [==========>...................] - ETA: 0s - loss: 0.4365
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274/363 [=====================>........] - ETA: 0s - loss: 0.4240
312/363 [========================>.....] - ETA: 0s - loss: 0.4219
349/363 [===========================>..] - ETA: 0s - loss: 0.4206
363/363 [==============================] - 2s 4ms/step - loss: 0.4204 - val_loss: 0.3889
Epoch 6/100
1/363 [..............................] - ETA: 3s - loss: 0.3386
16/363 [>.............................] - ETA: 1s - loss: 0.4346
22/363 [>.............................] - ETA: 5s - loss: 0.4291
32/363 [=>............................] - ETA: 3s - loss: 0.4237
52/363 [===>..........................] - ETA: 2s - loss: 0.4227
69/363 [====>.........................] - ETA: 2s - loss: 0.4226
77/363 [=====>........................] - ETA: 2s - loss: 0.4214
88/363 [======>.......................] - ETA: 1s - loss: 0.4196
110/363 [========>.....................] - ETA: 1s - loss: 0.4165
146/363 [===========>..................] - ETA: 1s - loss: 0.4139
169/363 [============>.................] - ETA: 0s - loss: 0.4130
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231/363 [==================>...........] - ETA: 0s - loss: 0.4128
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342/363 [===========================>..] - ETA: 0s - loss: 0.4113
363/363 [==============================] - 3s 7ms/step - loss: 0.4112 - val_loss: 0.3866
Epoch 7/100
1/363 [..............................] - ETA: 4s - loss: 0.7878
2/363 [..............................] - ETA: 27s - loss: 0.6770
22/363 [>.............................] - ETA: 2s - loss: 0.5037
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40/363 [==>...........................] - ETA: 2s - loss: 0.4856
61/363 [====>.........................] - ETA: 1s - loss: 0.4721
99/363 [=======>......................] - ETA: 0s - loss: 0.4534
130/363 [=========>....................] - ETA: 0s - loss: 0.4455
170/363 [=============>................] - ETA: 0s - loss: 0.4398
216/363 [================>.............] - ETA: 0s - loss: 0.4331
261/363 [====================>.........] - ETA: 0s - loss: 0.4284
307/363 [========================>.....] - ETA: 0s - loss: 0.4254
347/363 [===========================>..] - ETA: 0s - loss: 0.4234
363/363 [==============================] - 1s 2ms/step - loss: 0.4226 - val_loss: 0.3860
Epoch 8/100
1/363 [..............................] - ETA: 0s - loss: 0.2556
44/363 [==>...........................] - ETA: 0s - loss: 0.4839
87/363 [======>.......................] - ETA: 0s - loss: 0.4532
129/363 [=========>....................] - ETA: 0s - loss: 0.4383
164/363 [============>.................] - ETA: 0s - loss: 0.4299
198/363 [===============>..............] - ETA: 0s - loss: 0.4238
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320/363 [=========================>....] - ETA: 0s - loss: 0.4151
363/363 [==============================] - ETA: 0s - loss: 0.4136
363/363 [==============================] - 1s 2ms/step - loss: 0.4135 - val_loss: 0.3793
Epoch 9/100
1/363 [..............................] - ETA: 0s - loss: 0.2806
44/363 [==>...........................] - ETA: 0s - loss: 0.3780
84/363 [=====>........................] - ETA: 0s - loss: 0.3857
123/363 [=========>....................] - ETA: 0s - loss: 0.3931
156/363 [===========>..................] - ETA: 0s - loss: 0.3980
169/363 [============>.................] - ETA: 0s - loss: 0.3992
204/363 [===============>..............] - ETA: 0s - loss: 0.4013
241/363 [==================>...........] - ETA: 0s - loss: 0.4027
284/363 [======================>.......] - ETA: 0s - loss: 0.4036
323/363 [=========================>....] - ETA: 0s - loss: 0.4039
363/363 [==============================] - 1s 2ms/step - loss: 0.4039 - val_loss: 0.3746
Epoch 10/100
1/363 [..............................] - ETA: 0s - loss: 0.5767
36/363 [=>............................] - ETA: 0s - loss: 0.3955
73/363 [=====>........................] - ETA: 0s - loss: 0.4018
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285/363 [======================>.......] - ETA: 0s - loss: 0.4038
327/363 [==========================>...] - ETA: 0s - loss: 0.4029
363/363 [==============================] - 1s 2ms/step - loss: 0.4023 - val_loss: 0.3723
Epoch 11/100
1/363 [..............................] - ETA: 0s - loss: 0.3379
45/363 [==>...........................] - ETA: 0s - loss: 0.3865
88/363 [======>.......................] - ETA: 0s - loss: 0.3861
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171/363 [=============>................] - ETA: 0s - loss: 0.3907
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340/363 [===========================>..] - ETA: 0s - loss: 0.3950
363/363 [==============================] - 1s 2ms/step - loss: 0.3950 - val_loss: 0.3697
Epoch 12/100
1/363 [..............................] - ETA: 0s - loss: 0.4090
37/363 [==>...........................] - ETA: 0s - loss: 0.3677
58/363 [===>..........................] - ETA: 0s - loss: 0.3783
87/363 [======>.......................] - ETA: 0s - loss: 0.3871
111/363 [========>.....................] - ETA: 0s - loss: 0.3904
133/363 [=========>....................] - ETA: 0s - loss: 0.3920
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167/363 [============>.................] - ETA: 0s - loss: 0.3922
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202/363 [===============>..............]
- ETA: 0s - loss: 0.3912
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256/363 [====================>.........] - ETA: 0s - loss: 0.3901
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317/363 [=========================>....] - ETA: 0s - loss: 0.3907
344/363 [===========================>..] - ETA: 0s - loss: 0.3911
363/363 [==============================] - 1s 3ms/step - loss: 0.3912 - val_loss: 0.3669
Epoch 13/100
1/363 [..............................] - ETA: 1s - loss: 0.3510
19/363 [>.............................] - ETA: 1s - loss: 0.3250
33/363 [=>............................] - ETA: 1s - loss: 0.3394
55/363 [===>..........................] - ETA: 0s - loss: 0.3598
84/363 [=====>........................] - ETA: 0s - loss: 0.3794
103/363 [=======>......................] - ETA: 0s - loss: 0.3863
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138/363 [==========>...................] - ETA: 0s - loss: 0.3939
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357/363 [============================>.] - ETA: 0s - loss: 0.3939
363/363 [==============================] - 1s 2ms/step - loss: 0.3939 - val_loss: 0.3661
Epoch 14/100
1/363 [..............................] - ETA: 1s - loss: 0.3471
20/363 [>.............................] - ETA: 0s - loss: 0.3878
51/363 [===>..........................] - ETA: 0s - loss: 0.3828
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145/363 [==========>...................] - ETA: 0s - loss: 0.3839
169/363 [============>.................] - ETA: 0s - loss: 0.3839
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250/363 [===================>..........] - ETA: 0s - loss: 0.3863
284/363 [======================>.......] - ETA: 0s - loss: 0.3869
320/363 [=========================>....] - ETA: 0s - loss: 0.3869
359/363 [============================>.] - ETA: 0s - loss: 0.3868
363/363 [==============================] - 1s 3ms/step - loss: 0.3868 - val_loss: 0.3631
Epoch 15/100
1/363 [..............................] - ETA: 1s - loss: 1.1441
26/363 [=>............................] - ETA: 0s - loss: 0.4798
63/363 [====>.........................] - ETA: 0s - loss: 0.4214
104/363 [=======>......................] - ETA: 0s - loss: 0.4048
143/363 [==========>...................] - ETA: 0s - loss: 0.3982
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302/363 [=======================>......] - ETA: 0s - loss: 0.3878
337/363 [==========================>...] - ETA: 0s - loss: 0.3879
358/363 [============================>.] - ETA: 0s - loss: 0.3879
363/363 [==============================] - 1s 2ms/step - loss: 0.3878 - val_loss: 0.3660
Epoch 16/100
1/363 [..............................] - ETA: 2s - loss: 0.2189
39/363 [==>...........................] - ETA: 0s - loss: 0.3920
77/363 [=====>........................] - ETA: 0s - loss: 0.3911
110/363 [========>.....................] - ETA: 0s - loss: 0.3929
130/363 [=========>....................] - ETA: 0s - loss: 0.3942
143/363 [==========>...................] - ETA: 0s - loss: 0.3952
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303/363 [========================>.....] - ETA: 0s - loss: 0.3951
335/363 [==========================>...] - ETA: 0s - loss: 0.3944
362/363 [============================>.] - ETA: 0s - loss: 0.3936
363/363 [==============================] - 1s 3ms/step - loss: 0.3935 - val_loss: 0.3625
Epoch 17/100
1/363 [..............................] - ETA: 1s - loss: 0.2116
35/363 [=>............................] - ETA: 0s - loss: 0.4231
75/363 [=====>........................] - ETA: 0s - loss: 0.4094
110/363 [========>.....................] - ETA: 0s - loss: 0.3974
128/363 [=========>....................] - ETA: 0s - loss: 0.3935
156/363 [===========>..................] - ETA: 0s - loss: 0.3898
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192/363 [==============>...............] - ETA: 0s - loss: 0.3865
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286/363 [======================>.......] - ETA: 0s - loss: 0.3821
318/363 [=========================>....] - ETA: 0s - loss: 0.3817
343/363 [===========================>..] - ETA: 0s - loss: 0.3817
363/363 [==============================] - 1s 3ms/step - loss: 0.3817 - val_loss: 0.3592
Epoch 18/100
1/363 [..............................] - ETA: 0s - loss: 0.4562
34/363 [=>............................] - ETA: 0s - loss: 0.3777
67/363 [====>.........................] - ETA: 0s - loss: 0.3739
101/363 [=======>......................] - ETA: 0s - loss: 0.3719
137/363 [==========>...................] - ETA: 0s - loss: 0.3772
158/363 [============>.................] - ETA: 0s - loss: 0.3790
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185/363 [==============>...............] - ETA: 0s - loss: 0.3797
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259/363 [====================>.........] - ETA: 0s - loss: 0.3800
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312/363 [========================>.....] - ETA: 0s - loss: 0.3800
352/363 [============================>.] - ETA: 0s - loss: 0.3801
363/363 [==============================] - 1s 3ms/step - loss: 0.3801 - val_loss: 0.3563
Epoch 19/100
1/363 [..............................] - ETA: 1s - loss: 0.2916
19/363 [>.............................] - ETA: 0s - loss: 0.3409
36/363 [=>............................] - ETA: 0s - loss: 0.3435
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101/363 [=======>......................] - ETA: 0s - loss: 0.3565
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255/363 [====================>.........] - ETA: 0s - loss: 0.3631
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297/363 [=======================>......] - ETA: 0s - loss: 0.3651
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346/363 [===========================>..] - ETA: 0s - loss: 0.3673
363/363 [==============================] - 1s 3ms/step - loss: 0.3679 - val_loss: 0.3535
Epoch 20/100
1/363 [..............................] - ETA: 0s - loss: 0.3382
35/363 [=>............................] - ETA: 0s - loss: 0.3394
67/363 [====>.........................] - ETA: 0s - loss: 0.3396
84/363 [=====>........................] - ETA: 0s - loss: 0.3431
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162/363 [============>.................] - ETA: 0s - loss: 0.3503
187/363 [==============>...............] - ETA: 0s - loss: 0.3524
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295/363 [=======================>......] - ETA: 0s - loss: 0.3596
312/363 [========================>.....] - ETA: 0s - loss: 0.3604
338/363 [==========================>...] - ETA: 0s - loss: 0.3614
363/363 [==============================] - 1s 3ms/step - loss: 0.3624 - val_loss: 0.3709
Epoch 21/100
1/363 [..............................] - ETA: 0s - loss: 0.3981
34/363 [=>............................] - ETA: 0s - loss: 0.3425
70/363 [====>.........................] - ETA: 0s - loss: 0.3610
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155/363 [===========>..................] - ETA: 0s - loss: 0.3707
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301/363 [=======================>......] - ETA: 0s - loss: 0.3747
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344/363 [===========================>..] - ETA: 0s - loss: 0.3746
357/363 [============================>.] - ETA: 0s - loss: 0.3746
363/363 [==============================] - 1s 3ms/step - loss: 0.3746 - val_loss: 0.3512
Epoch 22/100
1/363 [..............................] - ETA: 0s - loss: 0.2871
38/363 [==>...........................] - ETA: 0s - loss: 0.3105
74/363 [=====>........................] - ETA: 0s - loss: 0.3297
109/363 [========>.....................] - ETA: 0s - loss: 0.3410
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180/363 [=============>................] - ETA: 0s - loss: 0.3522
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267/363 [=====================>........] - ETA: 0s - loss: 0.3581
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337/363 [==========================>...] - ETA: 0s - loss: 0.3599
355/363 [============================>.] - ETA: 0s - loss: 0.3603
363/363 [==============================] - 1s 2ms/step - loss: 0.3605 - val_loss: 0.3699
Epoch 23/100
1/363 [..............................] - ETA: 0s - loss: 0.3626
37/363 [==>...........................] - ETA: 0s - loss: 0.4325
71/363 [====>.........................] - ETA: 0s - loss: 0.4142
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332/363 [==========================>...] - ETA: 0s - loss: 0.3833
363/363 [==============================] - 1s 3ms/step - loss: 0.3822 - val_loss: 0.3476
Epoch 24/100
1/363 [..............................] - ETA: 1s - loss: 0.4662
23/363 [>.............................] - ETA: 0s - loss: 0.3923
44/363 [==>...........................] - ETA: 0s - loss: 0.3835
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276/363 [=====================>........] - ETA: 0s - loss: 0.3611
309/363 [========================>.....] - ETA: 0s - loss: 0.3615
341/363 [===========================>..] - ETA: 0s - loss: 0.3621
363/363 [==============================] - 1s 2ms/step - loss: 0.3626 - val_loss: 0.3561
Epoch 25/100
1/363 [..............................] - ETA: 0s - loss: 0.3412
34/363 [=>............................] - ETA: 0s - loss: 0.3615
68/363 [====>.........................] - ETA: 0s - loss: 0.3652
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346/363 [===========================>..] - ETA: 0s - loss: 0.3606
363/363 [==============================] - 1s 2ms/step - loss: 0.3610 - val_loss: 0.3527
Epoch 26/100
1/363 [..............................] - ETA: 1s - loss: 0.5221
40/363 [==>...........................] - ETA: 0s - loss: 0.3606
79/363 [=====>........................] - ETA: 0s - loss: 0.3553
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348/363 [===========================>..] - ETA: 0s - loss: 0.3624
363/363 [==============================] - 1s 2ms/step - loss: 0.3626 - val_loss: 0.3700
Epoch 27/100
1/363 [..............................] - ETA: 1s - loss: 0.3650
36/363 [=>............................] - ETA: 0s - loss: 0.3755
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357/363 [============================>.] - ETA: 0s - loss: 0.3685
363/363 [==============================] - 1s 2ms/step - loss: 0.3685 - val_loss: 0.3432
Epoch 28/100
1/363 [..............................] - ETA: 0s - loss: 0.1434
27/363 [=>............................] - ETA: 0s - loss: 0.3650
59/363 [===>..........................] - ETA: 0s - loss: 0.3796
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346/363 [===========================>..] - ETA: 0s - loss: 0.3687
363/363 [==============================] - 1s 2ms/step - loss: 0.3684 - val_loss: 0.3592
Epoch 29/100
1/363 [..............................] - ETA: 0s - loss: 0.2950
26/363 [=>............................] - ETA: 0s - loss: 0.3381
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363/363 [==============================] - 1s 3ms/step - loss: 0.3581 - val_loss: 0.3521
Epoch 30/100
1/363 [..............................] - ETA: 0s - loss: 0.2471
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345/363 [===========================>..] - ETA: 0s - loss: 0.3691
363/363 [==============================] - 1s 3ms/step - loss: 0.3687 - val_loss: 0.3626
Epoch 31/100
1/363 [..............................] - ETA: 0s - loss: 0.4790
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363/363 [==============================] - 2s 4ms/step - loss: 0.3613 - val_loss: 0.3431
Epoch 32/100
1/363 [..............................] - ETA: 8s - loss: 0.4261
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347/363 [===========================>..] - ETA: 0s - loss: 0.3553
363/363 [==============================] - 2s 6ms/step - loss: 0.3555 - val_loss: 0.3765
Epoch 33/100
1/363 [..............................] - ETA: 1s - loss: 0.6128
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357/363 [============================>.] - ETA: 0s - loss: 0.3621
363/363 [==============================] - 2s 5ms/step - loss: 0.3620 - val_loss: 0.3374
Epoch 34/100
1/363 [..............................] - ETA: 0s - loss: 0.4506
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361/363 [============================>.] - ETA: 0s - loss: 0.3501
363/363 [==============================] - 1s 3ms/step - loss: 0.3502 - val_loss: 0.3407
Epoch 35/100
1/363 [..............................] - ETA: 2s - loss: 0.2885
22/363 [>.............................] - ETA: 0s - loss: 0.3477
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358/363 [============================>.] - ETA: 0s - loss: 0.3469
363/363 [==============================] - 1s 3ms/step - loss: 0.3471 - val_loss: 0.3614
Epoch 36/100
1/363 [..............................] - ETA: 0s - loss: 0.2584
33/363 [=>............................] - ETA: 0s - loss: 0.3393
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349/363 [===========================>..] - ETA: 0s - loss: 0.3447
363/363 [==============================] - 1s 2ms/step - loss: 0.3451 - val_loss: 0.3348
Epoch 37/100
1/363 [..............................] - ETA: 0s - loss: 0.4367
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340/363 [===========================>..] - ETA: 0s - loss: 0.3797
363/363 [==============================] - 1s 2ms/step - loss: 0.3780 - val_loss: 0.3573
Epoch 38/100
1/363 [..............................] - ETA: 0s - loss: 0.4006
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356/363 [============================>.] - ETA: 0s - loss: 0.3473
363/363 [==============================] - 1s 2ms/step - loss: 0.3474 - val_loss: 0.3367
Epoch 39/100
1/363 [..............................] - ETA: 3s - loss: 0.3593
10/363 [..............................] - ETA: 2s - loss: 0.3464
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353/363 [============================>.] - ETA: 0s - loss: 0.3694
363/363 [==============================] - 1s 2ms/step - loss: 0.3689 - val_loss: 0.3425
Epoch 40/100
1/363 [..............................] - ETA: 0s - loss: 0.3891
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356/363 [============================>.] - ETA: 0s - loss: 0.3485
363/363 [==============================] - 1s 3ms/step - loss: 0.3485 - val_loss: 0.3369
Epoch 41/100
1/363 [..............................] - ETA: 1s - loss: 0.5506
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362/363 [============================>.] - ETA: 0s - loss: 0.3675
363/363 [==============================] - 3s 8ms/step - loss: 0.3675 - val_loss: 0.3515
Epoch 42/100
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363/363 [==============================] - 3s 9ms/step - loss: 0.3471 - val_loss: 0.3426
Epoch 43/100
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360/363 [============================>.] - ETA: 0s - loss: 0.3546
363/363 [==============================] - 3s 9ms/step - loss: 0.3545 - val_loss: 0.3677
Epoch 44/100
1/363 [..............................] - ETA: 1s - loss: 0.2324
15/363 [>.............................] - ETA: 1s - loss: 0.2884
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341/363 [===========================>..] - ETA: 0s - loss: 0.3403
363/363 [==============================] - 2s 7ms/step - loss: 0.3407 - val_loss: 0.3564
Epoch 45/100
1/363 [..............................] - ETA: 0s - loss: 0.2020
30/363 [=>............................] - ETA: 0s - loss: 0.3679
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357/363 [============================>.] - ETA: 0s - loss: 0.3556
363/363 [==============================] - 3s 7ms/step - loss: 0.3554 - val_loss: 0.3336
Epoch 46/100
1/363 [..............................] - ETA: 16s - loss: 0.2117
9/363 [..............................] - ETA: 2s - loss: 0.2871
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352/363 [============================>.] - ETA: 0s - loss: 0.3500
363/363 [==============================] - 2s 6ms/step - loss: 0.3499 - val_loss: 0.3457
Epoch 47/100
1/363 [..............................] - ETA: 2s - loss: 0.5177
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363/363 [==============================] - ETA: 0s - loss: 0.3624
363/363 [==============================] - 2s 5ms/step - loss: 0.3623 - val_loss: 0.3433
Epoch 48/100
1/363 [..............................] - ETA: 0s - loss: 0.2164
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362/363 [============================>.] - ETA: 0s - loss: 0.3400
363/363 [==============================] - 2s 5ms/step - loss: 0.3401 - val_loss: 0.3659
Epoch 49/100
1/363 [..............................] - ETA: 9s - loss: 0.2380
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347/363 [===========================>..]
- ETA: 0s - loss: 0.3532
363/363 [==============================] - 2s 4ms/step - loss: 0.3528 - val_loss: 0.3286
Epoch 50/100
1/363 [..............................] - ETA: 1s - loss: 0.2207
17/363 [>.............................] - ETA: 1s - loss: 0.3619
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360/363 [============================>.] - ETA: 0s - loss: 0.3561
363/363 [==============================] - 2s 6ms/step - loss: 0.3560 - val_loss: 0.3268
Epoch 51/100
1/363 [..............................] - ETA: 1s - loss: 0.2984
6/363 [..............................] - ETA: 3s - loss: 0.3377
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351/363 [============================>.] - ETA: 0s - loss: 0.3484
363/363 [==============================] - 2s 5ms/step - loss: 0.3483 - val_loss: 0.3439
Epoch 52/100
1/363 [..............................] - ETA: 1s - loss: 0.4120
22/363 [>.............................] - ETA: 0s - loss: 0.3757
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358/363 [============================>.] - ETA: 0s - loss: 0.3404
363/363 [==============================] - 1s 4ms/step - loss: 0.3405 - val_loss: 0.3263
Epoch 53/100
1/363 [..............................] - ETA: 1s - loss: 0.4719
12/363 [..............................] - ETA: 1s - loss: 0.3445
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347/363 [===========================>..] - ETA: 0s - loss: 0.3469
363/363 [==============================] - 2s 5ms/step - loss: 0.3468 - val_loss: 0.3910
Epoch 54/100
1/363 [..............................] - ETA: 0s - loss: 0.1934
29/363 [=>............................] - ETA: 0s - loss: 0.3374
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351/363 [============================>.] - ETA: 0s - loss: 0.3333
363/363 [==============================] - 1s 4ms/step - loss: 0.3337 - val_loss: 0.3275
Epoch 55/100
1/363 [..............................] - ETA: 0s - loss: 0.7012
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347/363 [===========================>..] - ETA: 0s - loss: 0.3463
363/363 [==============================] - 1s 3ms/step - loss: 0.3462 - val_loss: 0.3561
Epoch 56/100
1/363 [..............................] - ETA: 2s - loss: 0.0890
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344/363 [===========================>..] - ETA: 0s - loss: 0.3337
363/363 [==============================] - 1s 3ms/step - loss: 0.3342 - val_loss: 0.3237
Epoch 57/100
1/363 [..............................] - ETA: 0s - loss: 0.5164
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360/363 [============================>.] - ETA: 0s - loss: 0.3394
363/363 [==============================] - 1s 3ms/step - loss: 0.3395 - val_loss: 0.3242
Epoch 58/100
1/363 [..............................] - ETA: 0s - loss: 0.1896
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346/363 [===========================>..] - ETA: 0s - loss: 0.3310
363/363 [==============================] - 1s 4ms/step - loss: 0.3315 - val_loss: 0.3765
Epoch 59/100
1/363 [..............................] - ETA: 0s - loss: 0.3395
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329/363 [==========================>...] - ETA: 0s - loss: 0.3391
363/363 [==============================] - 1s 2ms/step - loss: 0.3394 - val_loss: 0.3289
Epoch 60/100
1/363 [..............................] - ETA: 1s - loss: 0.1656
13/363 [>.............................] - ETA: 1s - loss: 0.3029
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356/363 [============================>.] - ETA: 0s - loss: 0.3377
363/363 [==============================] - 2s 4ms/step - loss: 0.3378 - val_loss: 0.3502
Epoch 61/100
1/363 [..............................] - ETA: 1s - loss: 0.4408
18/363 [>.............................] - ETA: 1s - loss: 0.4231
44/363 [==>...........................] - ETA: 0s - loss: 0.3984
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360/363 [============================>.] - ETA: 0s - loss: 0.3524
363/363 [==============================] - 1s 2ms/step - loss: 0.3522 - val_loss: 0.3456
Epoch 62/100
1/363 [..............................] - ETA: 0s - loss: 0.4748
55/363 [===>..........................] - ETA: 0s - loss: 0.3370
100/363 [=======>......................] - ETA: 0s - loss: 0.3414
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344/363 [===========================>..] - ETA: 0s - loss: 0.3477
363/363 [==============================] - 1s 3ms/step - loss: 0.3473 - val_loss: 0.3445
Epoch 63/100
1/363 [..............................] - ETA: 0s - loss: 0.1995
25/363 [=>............................] - ETA: 0s - loss: 0.3889
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357/363 [============================>.] - ETA: 0s - loss: 0.3427
363/363 [==============================] - 2s 5ms/step - loss: 0.3427 - val_loss: 0.3290
Epoch 64/100
1/363 [..............................] - ETA: 1s - loss: 0.1156
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356/363 [============================>.] - ETA: 0s - loss: 0.3208
363/363 [==============================] - 2s 4ms/step - loss: 0.3212 - val_loss: 0.3217
Epoch 65/100
1/363 [..............................] - ETA: 2s - loss: 0.3454
30/363 [=>............................] - ETA: 0s - loss: 0.3098
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- ETA: 0s - loss: 0.3340
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315/363 [=========================>....] - ETA: 0s - loss: 0.3371
363/363 [==============================] - 1s 3ms/step - loss: 0.3374 - val_loss: 0.3351
Epoch 66/100
1/363 [..............................] - ETA: 0s - loss: 0.5535
42/363 [==>...........................] - ETA: 0s - loss: 0.3249
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363/363 [==============================] - ETA: 0s - loss: 0.3322
363/363 [==============================] - 1s 3ms/step - loss: 0.3323 - val_loss: 0.3232
Epoch 67/100
1/363 [..............................] - ETA: 0s - loss: 0.5626
54/363 [===>..........................] - ETA: 0s - loss: 0.3709
107/363 [=======>......................] - ETA: 0s - loss: 0.3624
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325/363 [=========================>....] - ETA: 0s - loss: 0.3480
363/363 [==============================] - 0s 1ms/step - loss: 0.3470 - val_loss: 0.3566
Epoch 68/100
1/363 [..............................] - ETA: 0s - loss: 0.3017
55/363 [===>..........................] - ETA: 0s - loss: 0.3257
103/363 [=======>......................] - ETA: 0s - loss: 0.3294
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354/363 [============================>.] - ETA: 0s - loss: 0.3314
363/363 [==============================] - 0s 1ms/step - loss: 0.3316 - val_loss: 0.3257
Epoch 69/100
1/363 [..............................] - ETA: 0s - loss: 0.4680
50/363 [===>..........................] - ETA: 0s - loss: 0.3552
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329/363 [==========================>...] - ETA: 0s - loss: 0.3353
363/363 [==============================] - 1s 1ms/step - loss: 0.3354 - val_loss: 0.3348
Epoch 70/100
1/363 [..............................] - ETA: 0s - loss: 0.3006
54/363 [===>..........................] - ETA: 0s - loss: 0.3104
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325/363 [=========================>....] - ETA: 0s - loss: 0.3310
363/363 [==============================] - 1s 2ms/step - loss: 0.3316 - val_loss: 0.3560
Epoch 71/100
1/363 [..............................] - ETA: 3s - loss: 0.2349
18/363 [>.............................] - ETA: 1s - loss: 0.3729
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356/363 [============================>.] - ETA: 0s - loss: 0.3371
363/363 [==============================] - 1s 4ms/step - loss: 0.3371 - val_loss: 0.3583
Epoch 72/100
1/363 [..............................] - ETA: 0s - loss: 0.2488
53/363 [===>..........................] - ETA: 0s - loss: 0.2946
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329/363 [==========================>...] - ETA: 0s - loss: 0.3188
363/363 [==============================] - 0s 1ms/step - loss: 0.3201 - val_loss: 0.3287
Epoch 73/100
1/363 [..............................] - ETA: 0s - loss: 0.2152
53/363 [===>..........................] - ETA: 0s - loss: 0.3185
107/363 [=======>......................] - ETA: 0s - loss: 0.3321
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321/363 [=========================>....] - ETA: 0s - loss: 0.3373
363/363 [==============================] - 0s 1ms/step - loss: 0.3373 - val_loss: 0.3203
Epoch 74/100
1/363 [..............................] - ETA: 0s - loss: 0.4600
58/363 [===>..........................] - ETA: 0s - loss: 0.3332
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344/363 [===========================>..] - ETA: 0s - loss: 0.3326
363/363 [==============================] - 0s 1ms/step - loss: 0.3327 - val_loss: 0.3840
Epoch 75/100
1/363 [..............................] - ETA: 0s - loss: 0.3447
56/363 [===>..........................] - ETA: 0s - loss: 0.3303
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354/363 [============================>.] - ETA: 0s - loss: 0.3266
363/363 [==============================] - 1s 2ms/step - loss: 0.3268 - val_loss: 0.3233
Epoch 76/100
1/363 [..............................] - ETA: 1s - loss: 0.2988
13/363 [>.............................] - ETA: 1s - loss: 0.3411
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323/363 [=========================>....] - ETA: 0s - loss: 0.3320
363/363 [==============================] - 1s 2ms/step - loss: 0.3322 - val_loss: 0.3476
Epoch 77/100
1/363 [..............................] - ETA: 0s - loss: 0.1776
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327/363 [==========================>...]
- ETA: 0s - loss: 0.3211
363/363 [==============================] - 1s 3ms/step - loss: 0.3224 - val_loss: 0.3407
Epoch 78/100
1/363 [..............................] - ETA: 0s - loss: 0.4532
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362/363 [============================>.] - ETA: 0s - loss: 0.3331
363/363 [==============================] - 1s 3ms/step - loss: 0.3331 - val_loss: 0.3462
Epoch 79/100
1/363 [..............................] - ETA: 0s - loss: 0.2255
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348/363 [===========================>..] - ETA: 0s - loss: 0.3308
363/363 [==============================] - 1s 3ms/step - loss: 0.3310 - val_loss: 0.3347
Epoch 80/100
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359/363 [============================>.] - ETA: 0s - loss: 0.3323
363/363 [==============================] - 1s 2ms/step - loss: 0.3323 - val_loss: 0.3354
Epoch 81/100
1/363 [..............................] - ETA: 0s - loss: 0.3681
16/363 [>.............................] - ETA: 1s - loss: 0.3161
33/363 [=>............................] - ETA: 1s - loss: 0.3243
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- ETA: 0s - loss: 0.3281
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318/363 [=========================>....] - ETA: 0s - loss: 0.3293
363/363 [==============================] - 1s 2ms/step - loss: 0.3297 - val_loss: 0.3274
Epoch 82/100
1/363 [..............................] - ETA: 0s - loss: 0.2225
52/363 [===>..........................] - ETA: 0s - loss: 0.3463
107/363 [=======>......................] - ETA: 0s - loss: 0.3470
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363/363 [==============================] - 0s 1ms/step - loss: 0.3441 - val_loss: 0.3167
Epoch 83/100
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112/363 [========>.....................] - ETA: 0s - loss: 0.3408
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311/363 [========================>.....] - ETA: 0s - loss: 0.3376
363/363 [==============================] - 0s 1ms/step - loss: 0.3369 - val_loss: 0.3280
Epoch 84/100
1/363 [..............................] - ETA: 0s - loss: 0.2361
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93/363 [======>.......................] - ETA: 0s - loss: 0.2972
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363/363 [==============================] - 0s 1ms/step - loss: 0.3182 - val_loss: 0.3634
Epoch 85/100
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363/363 [==============================] - 0s 1ms/step - loss: 0.3235 - val_loss: 0.3176
Epoch 86/100
1/363 [..............................] - ETA: 0s - loss: 0.1561
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359/363 [============================>.] - ETA: 0s - loss: 0.3183
363/363 [==============================] - 1s 1ms/step - loss: 0.3184 - val_loss: 0.3156
Epoch 87/100
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363/363 [==============================] - 1s 3ms/step - loss: 0.3395 - val_loss: 0.3529
Epoch 88/100
1/363 [..............................] - ETA: 0s - loss: 0.3494
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98/363 [=======>......................] - ETA: 0s - loss: 0.3206
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354/363 [============================>.] - ETA: 0s - loss: 0.3263
363/363 [==============================] - 1s 3ms/step - loss: 0.3264 - val_loss: 0.3258
Epoch 89/100
1/363 [..............................] - ETA: 0s - loss: 0.2137
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313/363 [========================>.....] - ETA: 0s - loss: 0.3194
363/363 [==============================] - 1s 2ms/step - loss: 0.3210 - val_loss: 0.3630
Epoch 90/100
1/363 [..............................] - ETA: 0s - loss: 0.2245
37/363 [==>...........................] - ETA: 0s - loss: 0.2988
90/363 [======>.......................] - ETA: 0s - loss: 0.3037
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363/363 [==============================] - ETA: 0s - loss: 0.3192
363/363 [==============================] - 0s 1ms/step - loss: 0.3192 - val_loss: 0.3376
Epoch 91/100
1/363 [..............................] - ETA: 0s - loss: 0.2805
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358/363 [============================>.] - ETA: 0s - loss: 0.3236
363/363 [==============================] - 1s 1ms/step - loss: 0.3237 - val_loss: 0.3211
Epoch 92/100
1/363 [..............................] - ETA: 0s - loss: 0.2376
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360/363 [============================>.] - ETA: 0s - loss: 0.3281
363/363 [==============================] - 1s 3ms/step - loss: 0.3281 - val_loss: 0.3456
Epoch 93/100
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67/363 [====>.........................] - ETA: 0s - loss: 0.3646
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355/363 [============================>.] - ETA: 0s - loss: 0.3428
363/363 [==============================] - 1s 2ms/step - loss: 0.3424 - val_loss: 0.3158
Epoch 94/100
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98/363 [=======>......................] - ETA: 0s - loss: 0.3332
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359/363 [============================>.] - ETA: 0s - loss: 0.3208
363/363 [==============================] - 1s 2ms/step - loss: 0.3209 - val_loss: 0.3409
Epoch 95/100
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344/363 [===========================>..] - ETA: 0s - loss: 0.3227
363/363 [==============================] - 1s 1ms/step - loss: 0.3230 - val_loss: 0.3379
Epoch 96/100
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363/363 [==============================] - 1s 2ms/step - loss: 0.3341 - val_loss: 0.3213
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162/162 [==============================] - 0s 813us/step - loss: 0.3310
class PrintValTrainRatioCallback(keras.callbacks.Callback):
def on_epoch_end(self, epoch, logs):
print("\nval/train: {:.2f}".format(logs["val_loss"] / logs["loss"]))
val_train_ratio_cb = PrintValTrainRatioCallback()
history = model.fit(X_train, y_train, epochs=1,
validation_data=(X_valid, y_valid),
callbacks=[val_train_ratio_cb])
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363/363 [==============================] - 1s 4ms/step - loss: 0.3302 - val_loss: 0.3556
val/train: 1.08
TensorBoard¶
root_logdir = os.path.join(os.curdir, "my_logs")
---------------------------------------------------------------------------
NameError Traceback (most recent call last)
/var/folders/93/795zm8c93m16_92qkk86t0_r0000gn/T/ipykernel_51136/143592483.py in <module>
----> 1 root_logdir = os.path.join(os.curdir, "my_logs")
NameError: name 'os' is not defined
def get_run_logdir():
import time
run_id = time.strftime("run_%Y_%m_%d-%H_%M_%S")
return os.path.join(root_logdir, run_id)
run_logdir = get_run_logdir()
run_logdir
---------------------------------------------------------------------------
NameError Traceback (most recent call last)
/var/folders/93/795zm8c93m16_92qkk86t0_r0000gn/T/ipykernel_51136/762858071.py in <module>
4 return os.path.join(root_logdir, run_id)
5
----> 6 run_logdir = get_run_logdir()
7 run_logdir
/var/folders/93/795zm8c93m16_92qkk86t0_r0000gn/T/ipykernel_51136/762858071.py in get_run_logdir()
2 import time
3 run_id = time.strftime("run_%Y_%m_%d-%H_%M_%S")
----> 4 return os.path.join(root_logdir, run_id)
5
6 run_logdir = get_run_logdir()
NameError: name 'os' is not defined
keras.backend.clear_session()
np.random.seed(42)
tf.random.set_seed(42)
model = keras.models.Sequential([
keras.layers.Dense(30, activation="relu", input_shape=[8]),
keras.layers.Dense(30, activation="relu"),
keras.layers.Dense(1)
])
model.compile(loss="mse", optimizer=keras.optimizers.SGD(lr=1e-3))
tensorboard_cb = keras.callbacks.TensorBoard(run_logdir)
history = model.fit(X_train, y_train, epochs=30,
validation_data=(X_valid, y_valid),
callbacks=[checkpoint_cb, tensorboard_cb])
---------------------------------------------------------------------------
NameError Traceback (most recent call last)
/var/folders/93/795zm8c93m16_92qkk86t0_r0000gn/T/ipykernel_51136/1661389648.py in <module>
----> 1 tensorboard_cb = keras.callbacks.TensorBoard(run_logdir)
2 history = model.fit(X_train, y_train, epochs=30,
3 validation_data=(X_valid, y_valid),
4 callbacks=[checkpoint_cb, tensorboard_cb])
NameError: name 'run_logdir' is not defined
keras.backend.clear_session()
np.random.seed(42)
tf.random.set_seed(42)
model = keras.models.Sequential([
keras.layers.Dense(30, activation="relu", input_shape=[8]),
keras.layers.Dense(30, activation="relu"),
keras.layers.Dense(1)
])
model.compile(loss="mse", optimizer=keras.optimizers.SGD(lr=0.05))
run_logdir2 = get_run_logdir()
---------------------------------------------------------------------------
NameError Traceback (most recent call last)
/var/folders/93/795zm8c93m16_92qkk86t0_r0000gn/T/ipykernel_51136/1034920852.py in <module>
----> 1 run_logdir2 = get_run_logdir()
/var/folders/93/795zm8c93m16_92qkk86t0_r0000gn/T/ipykernel_51136/762858071.py in get_run_logdir()
2 import time
3 run_id = time.strftime("run_%Y_%m_%d-%H_%M_%S")
----> 4 return os.path.join(root_logdir, run_id)
5
6 run_logdir = get_run_logdir()
NameError: name 'os' is not defined
tensorboard_cb = keras.callbacks.TensorBoard(run_logdir2)
history = model.fit(X_train, y_train, epochs=30,
validation_data=(X_valid, y_valid),
callbacks=[checkpoint_cb, tensorboard_cb])
---------------------------------------------------------------------------
NameError Traceback (most recent call last)
/var/folders/93/795zm8c93m16_92qkk86t0_r0000gn/T/ipykernel_51136/3682199650.py in <module>
----> 1 tensorboard_cb = keras.callbacks.TensorBoard(run_logdir2)
2 history = model.fit(X_train, y_train, epochs=30,
3 validation_data=(X_valid, y_valid),
4 callbacks=[checkpoint_cb, tensorboard_cb])
NameError: name 'run_logdir2' is not defined
help(keras.callbacks.TensorBoard.__init__)
Help on function __init__ in module tensorflow.python.keras.callbacks:
__init__(self, log_dir='logs', histogram_freq=0, write_graph=True, write_images=False, update_freq='epoch', profile_batch=2, embeddings_freq=0, embeddings_metadata=None, **kwargs)
Initialize self. See help(type(self)) for accurate signature.
Hyperparameter Tuning¶
keras.backend.clear_session()
tf.random.set_seed(42)
def build_model(n_hidden=1, n_neurons=30, learning_rate=3e-3, input_shape=[8]):
model = keras.models.Sequential()
model.add(keras.layers.InputLayer(input_shape=input_shape))
for layer in range(n_hidden):
model.add(keras.layers.Dense(n_neurons, activation="relu"))
model.add(keras.layers.Dense(1))
optimizer = keras.optimizers.SGD(lr=learning_rate)
model.compile(loss="mse", optimizer=optimizer)
return model
keras_reg = keras.wrappers.scikit_learn.KerasRegressor(build_model)
keras_reg.fit(X_train, y_train, epochs=100,
validation_data=(X_valid, y_valid),
callbacks=[keras.callbacks.EarlyStopping(patience=10)])
Epoch 1/100
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361/363 [============================>.]
- ETA: 0s - loss: 1.5713
363/363 [==============================] - 2s 3ms/step - loss: 1.5673 - val_loss: 20.7721
Epoch 2/100
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314/363 [========================>.....] - ETA: 0s - loss: 1.4088
363/363 [==============================] - 1s 2ms/step - loss: 1.3216 - val_loss: 5.0266
Epoch 3/100
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90/363 [======>.......................] - ETA: 0s - loss: 0.6212
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344/363 [===========================>..] - ETA: 0s - loss: 0.6000
363/363 [==============================] - 1s 2ms/step - loss: 0.5972 - val_loss: 0.5490
Epoch 4/100
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313/363 [========================>.....] - ETA: 0s - loss: 0.5025
347/363 [===========================>..] - ETA: 0s - loss: 0.4998
363/363 [==============================] - 1s 2ms/step - loss: 0.4985 - val_loss: 0.4529
Epoch 5/100
1/363 [..............................] - ETA: 0s - loss: 0.6368
35/363 [=>............................] - ETA: 0s - loss: 0.4960
62/363 [====>.........................] - ETA: 0s - loss: 0.4890
115/363 [========>.....................] - ETA: 0s - loss: 0.4849
171/363 [=============>................] - ETA: 0s - loss: 0.4764
232/363 [==================>...........] - ETA: 0s - loss: 0.4691
291/363 [=======================>......] - ETA: 0s - loss: 0.4645
336/363 [==========================>...] - ETA: 0s - loss: 0.4618
363/363 [==============================] - 1s 2ms/step - loss: 0.4608 - val_loss: 0.4188
Epoch 6/100
1/363 [..............................] - ETA: 5s - loss: 0.3623
17/363 [>.............................] - ETA: 1s - loss: 0.4678
51/363 [===>..........................] - ETA: 0s - loss: 0.4590
95/363 [======>.......................] - ETA: 0s - loss: 0.4552
141/363 [==========>...................] - ETA: 0s - loss: 0.4502
196/363 [===============>..............] - ETA: 0s - loss: 0.4475
253/363 [===================>..........] - ETA: 0s - loss: 0.4447
309/363 [========================>.....] - ETA: 0s - loss: 0.4425
355/363 [============================>.] - ETA: 0s - loss: 0.4412
363/363 [==============================] - 1s 2ms/step - loss: 0.4410 - val_loss: 0.4129
Epoch 7/100
1/363 [..............................] - ETA: 0s - loss: 0.8864
31/363 [=>............................] - ETA: 0s - loss: 0.5314
50/363 [===>..........................] - ETA: 0s - loss: 0.5159
75/363 [=====>........................] - ETA: 0s - loss: 0.5007
100/363 [=======>......................] - ETA: 0s - loss: 0.4872
121/363 [=========>....................] - ETA: 0s - loss: 0.4798
148/363 [===========>..................] - ETA: 0s - loss: 0.4741
181/363 [=============>................] - ETA: 0s - loss: 0.4673
208/363 [================>.............] - ETA: 0s - loss: 0.4621
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253/363 [===================>..........] - ETA: 0s - loss: 0.4555
298/363 [=======================>......] - ETA: 0s - loss: 0.4510
343/363 [===========================>..] - ETA: 0s - loss: 0.4476
363/363 [==============================] - 1s 2ms/step - loss: 0.4463 - val_loss: 0.4004
Epoch 8/100
1/363 [..............................] - ETA: 0s - loss: 0.2645
63/363 [====>.........................] - ETA: 0s - loss: 0.4881
126/363 [=========>....................] - ETA: 0s - loss: 0.4565
185/363 [==============>...............] - ETA: 0s - loss: 0.4420
243/363 [===================>..........] - ETA: 0s - loss: 0.4345
304/363 [========================>.....] - ETA: 0s - loss: 0.4309
363/363 [==============================] - 0s 1ms/step - loss: 0.4283 - val_loss: 0.3944
Epoch 9/100
1/363 [..............................] - ETA: 0s - loss: 0.3082
61/363 [====>.........................] - ETA: 0s - loss: 0.3887
124/363 [=========>....................] - ETA: 0s - loss: 0.4012
185/363 [==============>...............] - ETA: 0s - loss: 0.4099
247/363 [===================>..........] - ETA: 0s - loss: 0.4129
307/363 [========================>.....] - ETA: 0s - loss: 0.4139
363/363 [==============================] - 0s 1ms/step - loss: 0.4139 - val_loss: 0.3961
Epoch 10/100
1/363 [..............................] - ETA: 0s - loss: 0.6369
58/363 [===>..........................] - ETA: 0s - loss: 0.4143
117/363 [========>.....................] - ETA: 0s - loss: 0.4157
171/363 [=============>................] - ETA: 0s - loss: 0.4141
228/363 [=================>............] - ETA: 0s - loss: 0.4129
284/363 [======================>.......] - ETA: 0s - loss: 0.4123
338/363 [==========================>...] - ETA: 0s - loss: 0.4112
363/363 [==============================] - 0s 1ms/step - loss: 0.4107 - val_loss: 0.4071
Epoch 11/100
1/363 [..............................] - ETA: 0s - loss: 0.3343
53/363 [===>..........................] - ETA: 0s - loss: 0.3839
107/363 [=======>......................] - ETA: 0s - loss: 0.3869
166/363 [============>.................] - ETA: 0s - loss: 0.3915
209/363 [================>.............] - ETA: 0s - loss: 0.3951
233/363 [==================>...........] - ETA: 0s - loss: 0.3970
251/363 [===================>..........] - ETA: 0s - loss: 0.3978
275/363 [=====================>........] - ETA: 0s - loss: 0.3982
305/363 [========================>.....] - ETA: 0s - loss: 0.3987
328/363 [==========================>...] - ETA: 0s - loss: 0.3989
349/363 [===========================>..] - ETA: 0s - loss: 0.3991
359/363 [============================>.] - ETA: 0s - loss: 0.3992
363/363 [==============================] - 1s 2ms/step - loss: 0.3992 - val_loss: 0.3855
Epoch 12/100
1/363 [..............................] - ETA: 0s - loss: 0.3956
37/363 [==>...........................] - ETA: 0s - loss: 0.3795
72/363 [====>.........................] - ETA: 0s - loss: 0.3960
120/363 [========>.....................] - ETA: 0s - loss: 0.4015
171/363 [=============>................] - ETA: 0s - loss: 0.4008
210/363 [================>.............] - ETA: 0s - loss: 0.3989
246/363 [===================>..........]
- ETA: 0s - loss: 0.3977
268/363 [=====================>........] - ETA: 0s - loss: 0.3975
291/363 [=======================>......] - ETA: 0s - loss: 0.3975
316/363 [=========================>....] - ETA: 0s - loss: 0.3978
339/363 [===========================>..] - ETA: 0s - loss: 0.3981
363/363 [==============================] - 1s 2ms/step - loss: 0.3982 - val_loss: 0.4136
Epoch 13/100
1/363 [..............................] - ETA: 0s - loss: 0.3623
40/363 [==>...........................] - ETA: 0s - loss: 0.3428
85/363 [======>.......................] - ETA: 0s - loss: 0.3805
126/363 [=========>....................] - ETA: 0s - loss: 0.3943
160/363 [============>.................] - ETA: 0s - loss: 0.3995
191/363 [==============>...............] - ETA: 0s - loss: 0.4020
221/363 [=================>............] - ETA: 0s - loss: 0.4022
250/363 [===================>..........] - ETA: 0s - loss: 0.4014
288/363 [======================>.......] - ETA: 0s - loss: 0.4001
327/363 [==========================>...] - ETA: 0s - loss: 0.3989
363/363 [==============================] - ETA: 0s - loss: 0.3983
363/363 [==============================] - 1s 2ms/step - loss: 0.3983 - val_loss: 0.3997
Epoch 14/100
1/363 [..............................] - ETA: 0s - loss: 0.3681
38/363 [==>...........................] - ETA: 0s - loss: 0.3919
67/363 [====>.........................] - ETA: 0s - loss: 0.3897
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86/363 [======>.......................] - ETA: 0s - loss: 0.3897
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110/363 [========>.....................] - ETA: 0s - loss: 0.3892
127/363 [=========>....................] - ETA: 0s - loss: 0.3895
154/363 [===========>..................] - ETA: 0s - loss: 0.3890
182/363 [==============>...............] - ETA: 0s - loss: 0.3886
212/363 [================>.............] - ETA: 0s - loss: 0.3894
240/363 [==================>...........] - ETA: 0s - loss: 0.3903
270/363 [=====================>........] - ETA: 0s - loss: 0.3911
307/363 [========================>.....] - ETA: 0s - loss: 0.3911
338/363 [==========================>...] - ETA: 0s - loss: 0.3910
362/363 [============================>.] - ETA: 0s - loss: 0.3910
363/363 [==============================] - 1s 3ms/step - loss: 0.3910 - val_loss: 0.3818
Epoch 15/100
1/363 [..............................] - ETA: 0s - loss: 1.2934
23/363 [>.............................] - ETA: 0s - loss: 0.5161
37/363 [==>...........................] - ETA: 0s - loss: 0.4720
45/363 [==>...........................] - ETA: 1s - loss: 0.4566
55/363 [===>..........................] - ETA: 1s - loss: 0.4437
78/363 [=====>........................] - ETA: 0s - loss: 0.4258
107/363 [=======>......................] - ETA: 0s - loss: 0.4167
136/363 [==========>...................] - ETA: 0s - loss: 0.4104
177/363 [=============>................] - ETA: 0s - loss: 0.4025
217/363 [================>.............] - ETA: 0s - loss: 0.3986
248/363 [===================>..........] - ETA: 0s - loss: 0.3972
287/363 [======================>.......] - ETA: 0s - loss: 0.3956
317/363 [=========================>....] - ETA: 0s - loss: 0.3952
354/363 [============================>.] - ETA: 0s - loss: 0.3949
363/363 [==============================] - 1s 2ms/step - loss: 0.3948 - val_loss: 0.3829
Epoch 16/100
1/363 [..............................] - ETA: 0s - loss: 0.2486
40/363 [==>...........................] - ETA: 0s - loss: 0.3946
77/363 [=====>........................] - ETA: 0s - loss: 0.3963
103/363 [=======>......................] - ETA: 0s - loss: 0.3984
123/363 [=========>....................] - ETA: 0s - loss: 0.3992
147/363 [===========>..................] - ETA: 0s - loss: 0.4004
185/363 [==============>...............] - ETA: 0s - loss: 0.4010
202/363 [===============>..............] - ETA: 0s - loss: 0.4013
224/363 [=================>............] - ETA: 0s - loss: 0.4013
256/363 [====================>.........] - ETA: 0s - loss: 0.4005
289/363 [======================>.......] - ETA: 0s - loss: 0.3999
325/363 [=========================>....] - ETA: 0s - loss: 0.3992
338/363 [==========================>...] - ETA: 0s - loss: 0.3989
339/363 [===========================>..] - ETA: 0s - loss: 0.3988
340/363 [===========================>..] - ETA: 0s - loss: 0.3988
350/363 [===========================>..] - ETA: 0s - loss: 0.3985
359/363 [============================>.] - ETA: 0s - loss: 0.3983
363/363 [==============================] - 1s 4ms/step - loss: 0.3981 - val_loss: 0.3739
Epoch 17/100
1/363 [..............................] - ETA: 1s - loss: 0.2285
34/363 [=>............................] - ETA: 0s - loss: 0.4161
63/363 [====>.........................] - ETA: 0s - loss: 0.4108
92/363 [======>.......................] - ETA: 0s - loss: 0.3998
128/363 [=========>....................] - ETA: 0s - loss: 0.3919
158/363 [============>.................] - ETA: 0s - loss: 0.3886
173/363 [=============>................] - ETA: 0s - loss: 0.3871
191/363 [==============>...............] - ETA: 0s - loss: 0.3859
217/363 [================>.............] - ETA: 0s - loss: 0.3839
241/363 [==================>...........] - ETA: 0s - loss: 0.3828
271/363 [=====================>........] - ETA: 0s - loss: 0.3822
282/363 [======================>.......] - ETA: 0s - loss: 0.3820
283/363 [======================>.......] - ETA: 0s - loss: 0.3820
290/363 [======================>.......] - ETA: 0s - loss: 0.3820
307/363 [========================>.....] - ETA: 0s - loss: 0.3819
333/363 [==========================>...] - ETA: 0s - loss: 0.3818
362/363 [============================>.] - ETA: 0s - loss: 0.3821
363/363 [==============================] - 1s 3ms/step - loss: 0.3821 - val_loss: 0.4022
Epoch 18/100
1/363 [..............................] - ETA: 1s - loss: 0.4743
35/363 [=>............................] - ETA: 0s - loss: 0.3820
72/363 [====>.........................] - ETA: 0s - loss: 0.3796
85/363 [======>.......................] - ETA: 0s - loss: 0.3788
90/363 [======>.......................] - ETA: 0s - loss: 0.3787
101/363 [=======>......................] - ETA: 0s - loss: 0.3791
127/363 [=========>....................] - ETA: 0s - loss: 0.3824
150/363 [===========>..................] - ETA: 0s - loss: 0.3850
175/363 [=============>................] - ETA: 0s - loss: 0.3857
205/363 [===============>..............] - ETA: 0s - loss: 0.3854
235/363 [==================>...........] - ETA: 0s - loss: 0.3852
263/363 [====================>.........] - ETA: 0s - loss: 0.3853
272/363 [=====================>........] - ETA: 0s - loss: 0.3853
283/363 [======================>.......] - ETA: 0s - loss: 0.3853
303/363 [========================>.....] - ETA: 0s - loss: 0.3852
338/363 [==========================>...] - ETA: 0s - loss: 0.3852
363/363 [==============================] - 1s 4ms/step - loss: 0.3851 - val_loss: 0.3873
Epoch 19/100
1/363 [..............................] - ETA: 2s - loss: 0.3233
29/363 [=>............................] - ETA: 0s - loss: 0.3642
46/363 [==>...........................] - ETA: 0s - loss: 0.3621
47/363 [==>...........................] - ETA: 1s - loss: 0.3621
53/363 [===>..........................] - ETA: 1s - loss: 0.3628
67/363 [====>.........................] - ETA: 1s - loss: 0.3648
87/363 [======>.......................] - ETA: 1s - loss: 0.3657
94/363 [======>.......................] - ETA: 1s - loss: 0.3670
101/363 [=======>......................] - ETA: 1s - loss: 0.3681
124/363 [=========>....................] - ETA: 1s - loss: 0.3693
144/363 [==========>...................] - ETA: 0s - loss: 0.3694
162/363 [============>.................] - ETA: 0s - loss: 0.3698
189/363 [==============>...............] - ETA: 0s - loss: 0.3705
210/363 [================>.............] - ETA: 0s - loss: 0.3708
228/363 [=================>............] - ETA: 0s - loss: 0.3711
247/363 [===================>..........] - ETA: 0s - loss: 0.3716
267/363 [=====================>........] - ETA: 0s - loss: 0.3720
285/363 [======================>.......] - ETA: 0s - loss: 0.3727
305/363 [========================>.....]
- ETA: 0s - loss: 0.3735
313/363 [========================>.....] - ETA: 0s - loss: 0.3738
319/363 [=========================>....] - ETA: 0s - loss: 0.3740
328/363 [==========================>...] - ETA: 0s - loss: 0.3744
347/363 [===========================>..] - ETA: 0s - loss: 0.3749
363/363 [==============================] - 2s 4ms/step - loss: 0.3753 - val_loss: 0.3768
Epoch 20/100
1/363 [..............................] - ETA: 18s - loss: 0.3463
7/363 [..............................] - ETA: 3s - loss: 0.3664
17/363 [>.............................] - ETA: 2s - loss: 0.3411
31/363 [=>............................] - ETA: 1s - loss: 0.3419
48/363 [==>...........................] - ETA: 1s - loss: 0.3406
83/363 [=====>........................] - ETA: 0s - loss: 0.3426
115/363 [========>.....................] - ETA: 0s - loss: 0.3463
127/363 [=========>....................] - ETA: 0s - loss: 0.3474
128/363 [=========>....................] - ETA: 0s - loss: 0.3474
135/363 [==========>...................] - ETA: 0s - loss: 0.3479
143/363 [==========>...................] - ETA: 0s - loss: 0.3484
176/363 [=============>................] - ETA: 0s - loss: 0.3511
208/363 [================>.............] - ETA: 0s - loss: 0.3537
217/363 [================>.............] - ETA: 0s - loss: 0.3544
237/363 [==================>...........] - ETA: 0s - loss: 0.3562
273/363 [=====================>........] - ETA: 0s - loss: 0.3586
314/363 [========================>.....] - ETA: 0s - loss: 0.3610
347/363 [===========================>..] - ETA: 0s - loss: 0.3626
363/363 [==============================] - 1s 3ms/step - loss: 0.3634 - val_loss: 0.4191
Epoch 21/100
1/363 [..............................] - ETA: 0s - loss: 0.3909
30/363 [=>............................] - ETA: 0s - loss: 0.3466
69/363 [====>.........................] - ETA: 0s - loss: 0.3641
120/363 [========>.....................] - ETA: 0s - loss: 0.3717
175/363 [=============>................] - ETA: 0s - loss: 0.3775
229/363 [=================>............] - ETA: 0s - loss: 0.3793
284/363 [======================>.......] - ETA: 0s - loss: 0.3790
324/363 [=========================>....] - ETA: 0s - loss: 0.3789
363/363 [==============================] - 1s 2ms/step - loss: 0.3787 - val_loss: 0.3927
Epoch 22/100
1/363 [..............................] - ETA: 1s - loss: 0.2900
15/363 [>.............................] - ETA: 1s - loss: 0.2683
54/363 [===>..........................] - ETA: 0s - loss: 0.3193
99/363 [=======>......................] - ETA: 0s - loss: 0.3371
145/363 [==========>...................] - ETA: 0s - loss: 0.3473
187/363 [==============>...............] - ETA: 0s - loss: 0.3536
216/363 [================>.............] - ETA: 0s - loss: 0.3564
243/363 [===================>..........] - ETA: 0s - loss: 0.3583
264/363 [====================>.........] - ETA: 0s - loss: 0.3595
292/363 [=======================>......] - ETA: 0s - loss: 0.3608
296/363 [=======================>......] - ETA: 0s - loss: 0.3609
321/363 [=========================>....] - ETA: 0s - loss: 0.3616
363/363 [==============================] - ETA: 0s - loss: 0.3627
363/363 [==============================] - 1s 2ms/step - loss: 0.3628 - val_loss: 0.4237
Epoch 23/100
1/363 [..............................] - ETA: 0s - loss: 0.3592
59/363 [===>..........................] - ETA: 0s - loss: 0.4352
120/363 [========>.....................] - ETA: 0s - loss: 0.4090
180/363 [=============>................] - ETA: 0s - loss: 0.4021
239/363 [==================>...........] - ETA: 0s - loss: 0.3971
296/363 [=======================>......] - ETA: 0s - loss: 0.3929
346/363 [===========================>..] - ETA: 0s - loss: 0.3900
363/363 [==============================] - 1s 1ms/step - loss: 0.3892 - val_loss: 0.3523
Epoch 24/100
1/363 [..............................] - ETA: 0s - loss: 0.4818
49/363 [===>..........................] - ETA: 0s - loss: 0.3937
110/363 [========>.....................] - ETA: 0s - loss: 0.3714
169/363 [============>.................] - ETA: 0s - loss: 0.3662
230/363 [==================>...........] - ETA: 0s - loss: 0.3655
292/363 [=======================>......] - ETA: 0s - loss: 0.3666
350/363 [===========================>..] - ETA: 0s - loss: 0.3674
363/363 [==============================] - 0s 1ms/step - loss: 0.3676 - val_loss: 0.3842
Epoch 25/100
1/363 [..............................] - ETA: 0s - loss: 0.3620
47/363 [==>...........................] - ETA: 0s - loss: 0.3709
102/363 [=======>......................] - ETA: 0s - loss: 0.3703
141/363 [==========>...................] - ETA: 0s - loss: 0.3685
184/363 [==============>...............] - ETA: 0s - loss: 0.3670
233/363 [==================>...........] - ETA: 0s - loss: 0.3663
271/363 [=====================>........] - ETA: 0s - loss: 0.3662
311/363 [========================>.....] - ETA: 0s - loss: 0.3668
363/363 [==============================] - 1s 1ms/step - loss: 0.3677 - val_loss: 0.4162
Epoch 26/100
1/363 [..............................] - ETA: 0s - loss: 0.6045
63/363 [====>.........................] - ETA: 0s - loss: 0.3737
126/363 [=========>....................] - ETA: 0s - loss: 0.3637
184/363 [==============>...............] - ETA: 0s - loss: 0.3641
240/363 [==================>...........] - ETA: 0s - loss: 0.3656
297/363 [=======================>......] - ETA: 0s - loss: 0.3677
358/363 [============================>.] - ETA: 0s - loss: 0.3690
363/363 [==============================] - 1s 1ms/step - loss: 0.3690 - val_loss: 0.3980
Epoch 27/100
1/363 [..............................] - ETA: 3s - loss: 0.3740
34/363 [=>............................] - ETA: 0s - loss: 0.3834
63/363 [====>.........................] - ETA: 0s - loss: 0.3806
96/363 [======>.......................] - ETA: 0s - loss: 0.3794
137/363 [==========>...................] - ETA: 0s - loss: 0.3748
176/363 [=============>................] - ETA: 0s - loss: 0.3747
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298/363 [=======================>......] - ETA: 0s - loss: 0.3734
349/363 [===========================>..] - ETA: 0s - loss: 0.3732
363/363 [==============================] - 1s 2ms/step - loss: 0.3731 - val_loss: 0.3474
Epoch 28/100
1/363 [..............................] - ETA: 0s - loss: 0.1375
31/363 [=>............................] - ETA: 0s - loss: 0.3727
74/363 [=====>........................] - ETA: 0s - loss: 0.3813
120/363 [========>.....................] - ETA: 0s - loss: 0.3781
167/363 [============>.................] - ETA: 0s - loss: 0.3774
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304/363 [========================>.....] - ETA: 0s - loss: 0.3735
338/363 [==========================>...] - ETA: 0s - loss: 0.3729
363/363 [==============================] - 1s 2ms/step - loss: 0.3725 - val_loss: 0.3920
Epoch 29/100
1/363 [..............................] - ETA: 0s - loss: 0.3166
62/363 [====>.........................] - ETA: 0s - loss: 0.3635
108/363 [=======>......................] - ETA: 0s - loss: 0.3660
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327/363 [==========================>...] - ETA: 0s - loss: 0.3658
363/363 [==============================] - 0s 1ms/step - loss: 0.3660 - val_loss: 0.3566
Epoch 30/100
1/363 [..............................] - ETA: 0s - loss: 0.2531
21/363 [>.............................] - ETA: 0s - loss: 0.3334
41/363 [==>...........................] - ETA: 0s - loss: 0.3584
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112/363 [========>.....................] - ETA: 0s - loss: 0.3729
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358/363 [============================>.] - ETA: 0s - loss: 0.3700
363/363 [==============================] - 1s 2ms/step - loss: 0.3700 - val_loss: 0.4191
Epoch 31/100
1/363 [..............................] - ETA: 1s - loss: 0.4598
54/363 [===>..........................] - ETA: 0s - loss: 0.3467
111/363 [========>.....................] - ETA: 0s - loss: 0.3572
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353/363 [============================>.] - ETA: 0s - loss: 0.3634
363/363 [==============================] - 1s 2ms/step - loss: 0.3635 - val_loss: 0.3721
Epoch 32/100
1/363 [..............................] - ETA: 0s - loss: 0.4490
58/363 [===>..........................] - ETA: 0s - loss: 0.3731
119/363 [========>.....................] - ETA: 0s - loss: 0.3684
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361/363 [============================>.] - ETA: 0s - loss: 0.3628
363/363 [==============================] - 1s 1ms/step - loss: 0.3628 - val_loss: 0.3948
Epoch 33/100
1/363 [..............................] - ETA: 0s - loss: 0.6509
57/363 [===>..........................] - ETA: 0s - loss: 0.3830
116/363 [========>.....................] - ETA: 0s - loss: 0.3716
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333/363 [==========================>...] - ETA: 0s - loss: 0.3648
363/363 [==============================] - 0s 1ms/step - loss: 0.3647 - val_loss: 0.3423
Epoch 34/100
1/363 [..............................] - ETA: 0s - loss: 0.4512
58/363 [===>..........................] - ETA: 0s - loss: 0.3381
116/363 [========>.....................] - ETA: 0s - loss: 0.3486
173/363 [=============>................] - ETA: 0s - loss: 0.3504
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281/363 [======================>.......] - ETA: 0s - loss: 0.3525
337/363 [==========================>...] - ETA: 0s - loss: 0.3541
363/363 [==============================] - 0s 1ms/step - loss: 0.3547 - val_loss: 0.3453
Epoch 35/100
1/363 [..............................] - ETA: 0s - loss: 0.2627
54/363 [===>..........................] - ETA: 0s - loss: 0.3413
105/363 [=======>......................] - ETA: 0s - loss: 0.3402
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313/363 [========================>.....] - ETA: 0s - loss: 0.3474
363/363 [==============================] - 1s 2ms/step - loss: 0.3496 - val_loss: 0.4068
Epoch 36/100
1/363 [..............................] - ETA: 0s - loss: 0.3010
44/363 [==>...........................] - ETA: 0s - loss: 0.3424
66/363 [====>.........................] - ETA: 0s - loss: 0.3387
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317/363 [=========================>....] - ETA: 0s - loss: 0.3459
356/363 [============================>.] - ETA: 0s - loss: 0.3473
363/363 [==============================] - 1s 2ms/step - loss: 0.3476 - val_loss: 0.3417
Epoch 37/100
1/363 [..............................] - ETA: 0s - loss: 0.4486
41/363 [==>...........................] - ETA: 0s - loss: 0.4331
83/363 [=====>........................] - ETA: 0s - loss: 0.4238
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258/363 [====================>.........] - ETA: 0s - loss: 0.3881
315/363 [=========================>....] - ETA: 0s - loss: 0.3819
354/363 [============================>.] - ETA: 0s - loss: 0.3791
363/363 [==============================] - 1s 2ms/step - loss: 0.3786 - val_loss: 0.3787
Epoch 38/100
1/363 [..............................] - ETA: 0s - loss: 0.3629
63/363 [====>.........................] - ETA: 0s - loss: 0.3513
117/363 [========>.....................] - ETA: 0s - loss: 0.3476
156/363 [===========>..................] - ETA: 0s - loss: 0.3473
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345/363 [===========================>..] - ETA: 0s - loss: 0.3537
363/363 [==============================] - 1s 4ms/step - loss: 0.3540 - val_loss: 0.3379
Epoch 39/100
1/363 [..............................] - ETA: 0s - loss: 0.3754
43/363 [==>...........................] - ETA: 0s - loss: 0.4068
82/363 [=====>........................] - ETA: 0s - loss: 0.4011
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307/363 [========================>.....] - ETA: 0s - loss: 0.3804
350/363 [===========================>..] - ETA: 0s - loss: 0.3777
363/363 [==============================] - 1s 2ms/step - loss: 0.3769 - val_loss: 0.3419
Epoch 40/100
1/363 [..............................] - ETA: 1s - loss: 0.4213
38/363 [==>...........................] - ETA: 0s - loss: 0.3691
76/363 [=====>........................] - ETA: 0s - loss: 0.3470
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301/363 [=======================>......] - ETA: 0s - loss: 0.3513
346/363 [===========================>..] - ETA: 0s - loss: 0.3519
363/363 [==============================] - 1s 2ms/step - loss: 0.3522 - val_loss: 0.3705
Epoch 41/100
1/363 [..............................] - ETA: 0s - loss: 0.5308
49/363 [===>..........................] - ETA: 0s - loss: 0.3823
108/363 [=======>......................] - ETA: 0s - loss: 0.3863
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334/363 [==========================>...] - ETA: 0s - loss: 0.3717
363/363 [==============================] - 1s 1ms/step - loss: 0.3705 - val_loss: 0.3659
Epoch 42/100
1/363 [..............................] - ETA: 0s - loss: 0.4732
40/363 [==>...........................] - ETA: 0s - loss: 0.3618
75/363 [=====>........................] - ETA: 0s - loss: 0.3623
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354/363 [============================>.] - ETA: 0s - loss: 0.3544
363/363 [==============================] - 2s 6ms/step - loss: 0.3545 - val_loss: 0.3803
Epoch 43/100
1/363 [..............................] - ETA: 0s - loss: 0.5806
35/363 [=>............................] - ETA: 0s - loss: 0.4214
64/363 [====>.........................] - ETA: 0s - loss: 0.4000
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349/363 [===========================>..] - ETA: 0s - loss: 0.3600
363/363 [==============================] - 2s 5ms/step - loss: 0.3597 - val_loss: 0.3765
Epoch 44/100
1/363 [..............................] - ETA: 1s - loss: 0.2300
32/363 [=>............................] - ETA: 0s - loss: 0.3055
53/363 [===>..........................] - ETA: 0s - loss: 0.3218
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351/363 [============================>.] - ETA: 0s - loss: 0.3440
363/363 [==============================] - 1s 4ms/step - loss: 0.3443 - val_loss: 0.3814
Epoch 45/100
1/363 [..............................] - ETA: 0s - loss: 0.2161
48/363 [==>...........................] - ETA: 0s - loss: 0.3728
103/363 [=======>......................] - ETA: 0s - loss: 0.3649
160/363 [============>.................] - ETA: 0s - loss: 0.3610
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282/363 [======================>.......] - ETA: 0s - loss: 0.3600
316/363 [=========================>....] - ETA: 0s - loss: 0.3597
363/363 [==============================] - 1s 1ms/step - loss: 0.3591 - val_loss: 0.3326
Epoch 46/100
1/363 [..............................] - ETA: 0s - loss: 0.2111
53/363 [===>..........................] - ETA: 0s - loss: 0.3470
108/363 [=======>......................] - ETA: 0s - loss: 0.3507
163/363 [============>.................] - ETA: 0s - loss: 0.3519
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282/363 [======================>.......] - ETA: 0s - loss: 0.3530
321/363 [=========================>....] - ETA: 0s - loss: 0.3529
363/363 [==============================] - 1s 2ms/step - loss: 0.3528 - val_loss: 0.3385
Epoch 47/100
1/363 [..............................] - ETA: 1s - loss: 0.5723
51/363 [===>..........................] - ETA: 0s - loss: 0.3894
68/363 [====>.........................] - ETA: 0s - loss: 0.3878
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293/363 [=======================>......] - ETA: 0s - loss: 0.3697
336/363 [==========================>...] - ETA: 0s - loss: 0.3675
363/363 [==============================] - 1s 3ms/step - loss: 0.3663 - val_loss: 0.3655
Epoch 48/100
1/363 [..............................] - ETA: 1s - loss: 0.2155
29/363 [=>............................] - ETA: 0s - loss: 0.3284
75/363 [=====>........................] - ETA: 0s - loss: 0.3295
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330/363 [==========================>...] - ETA: 0s - loss: 0.3476
363/363 [==============================] - 1s 3ms/step - loss: 0.3479 - val_loss: 0.3579
Epoch 49/100
1/363 [..............................] - ETA: 0s - loss: 0.2358
42/363 [==>...........................] - ETA: 0s - loss: 0.3550
92/363 [======>.......................] - ETA: 0s - loss: 0.3645
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272/363 [=====================>........]
- ETA: 0s - loss: 0.3623
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294/363 [=======================>......] - ETA: 0s - loss: 0.3619
326/363 [=========================>....] - ETA: 0s - loss: 0.3610
363/363 [==============================] - 1s 2ms/step - loss: 0.3601 - val_loss: 0.3360
Epoch 50/100
1/363 [..............................] - ETA: 0s - loss: 0.2409
17/363 [>.............................] - ETA: 1s - loss: 0.3584
20/363 [>.............................] - ETA: 1s - loss: 0.3574
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292/363 [=======================>......] - ETA: 0s - loss: 0.3633
333/363 [==========================>...] - ETA: 0s - loss: 0.3624
363/363 [==============================] - 1s 3ms/step - loss: 0.3616 - val_loss: 0.3318
Epoch 51/100
1/363 [..............................] - ETA: 0s - loss: 0.3176
27/363 [=>............................] - ETA: 0s - loss: 0.3712
50/363 [===>..........................] - ETA: 0s - loss: 0.3684
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325/363 [=========================>....] - ETA: 0s - loss: 0.3538
363/363 [==============================] - 2s 4ms/step - loss: 0.3532 - val_loss: 0.3562
Epoch 52/100
1/363 [..............................] - ETA: 0s - loss: 0.4493
43/363 [==>...........................] - ETA: 0s - loss: 0.3580
70/363 [====>.........................] - ETA: 0s - loss: 0.3468
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318/363 [=========================>....] - ETA: 0s - loss: 0.3416
363/363 [==============================] - 1s 2ms/step - loss: 0.3427 - val_loss: 0.3520
Epoch 53/100
1/363 [..............................] - ETA: 0s - loss: 0.4752
55/363 [===>..........................] - ETA: 0s - loss: 0.3490
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345/363 [===========================>..] - ETA: 0s - loss: 0.3502
363/363 [==============================] - 1s 3ms/step - loss: 0.3503 - val_loss: 0.4579
Epoch 54/100
1/363 [..............................] - ETA: 2s - loss: 0.1920
12/363 [..............................] - ETA: 1s - loss: 0.3327
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336/363 [==========================>...] - ETA: 0s - loss: 0.3395
363/363 [==============================] - 2s 4ms/step - loss: 0.3402 - val_loss: 0.3808
Epoch 55/100
1/363 [..............................] - ETA: 0s - loss: 0.6813
32/363 [=>............................] - ETA: 0s - loss: 0.3568
75/363 [=====>........................] - ETA: 0s - loss: 0.3454
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258/363 [====================>.........] - ETA: 0s - loss: 0.3489
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337/363 [==========================>...] - ETA: 0s - loss: 0.3496
363/363 [==============================] - 1s 2ms/step - loss: 0.3496 - val_loss: 0.3539
Epoch 56/100
1/363 [..............................] - ETA: 3s - loss: 0.1008
23/363 [>.............................] - ETA: 0s - loss: 0.2977
68/363 [====>.........................] - ETA: 0s - loss: 0.3182
110/363 [========>.....................] - ETA: 0s - loss: 0.3230
133/363 [=========>....................] - ETA: 0s - loss: 0.3251
167/363 [============>.................] - ETA: 0s - loss: 0.3291
201/363 [===============>..............] - ETA: 0s - loss: 0.3321
222/363 [=================>............] - ETA: 0s - loss: 0.3338
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308/363 [========================>.....] - ETA: 0s - loss: 0.3387
334/363 [==========================>...] - ETA: 0s - loss: 0.3395
363/363 [==============================] - 1s 2ms/step - loss: 0.3401 - val_loss: 0.3723
Epoch 57/100
1/363 [..............................] - ETA: 0s - loss: 0.4816
27/363 [=>............................] - ETA: 0s - loss: 0.3631
38/363 [==>...........................] - ETA: 0s - loss: 0.3549
55/363 [===>..........................] - ETA: 0s - loss: 0.3467
96/363 [======>.......................] - ETA: 0s - loss: 0.3382
137/363 [==========>...................] - ETA: 0s - loss: 0.3375
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299/363 [=======================>......] - ETA: 0s - loss: 0.3430
339/363 [===========================>..] - ETA: 0s - loss: 0.3438
363/363 [==============================] - 1s 2ms/step - loss: 0.3440 - val_loss: 0.3336
Epoch 58/100
1/363 [..............................] - ETA: 0s - loss: 0.1832
41/363 [==>...........................] - ETA: 0s - loss: 0.3082
85/363 [======>.......................] - ETA: 0s - loss: 0.3162
127/363 [=========>....................] - ETA: 0s - loss: 0.3225
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180/363 [=============>................] - ETA: 0s - loss: 0.3272
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283/363 [======================>.......] - ETA: 0s - loss: 0.3321
330/363 [==========================>...] - ETA: 0s - loss: 0.3337
363/363 [==============================] - 1s 2ms/step - loss: 0.3348 - val_loss: 0.4011
Epoch 59/100
1/363 [..............................] - ETA: 0s - loss: 0.3248
42/363 [==>...........................] - ETA: 0s - loss: 0.3775
72/363 [====>.........................] - ETA: 0s - loss: 0.3689
119/363 [========>.....................] - ETA: 0s - loss: 0.3554
173/363 [=============>................] - ETA: 0s - loss: 0.3466
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315/363 [=========================>....] - ETA: 0s - loss: 0.3438
357/363 [============================>.] - ETA: 0s - loss: 0.3444
363/363 [==============================] - 1s 3ms/step - loss: 0.3445 - val_loss: 0.3264
Epoch 60/100
1/363 [..............................] - ETA: 0s - loss: 0.1553
14/363 [>.............................] - ETA: 1s - loss: 0.2933
22/363 [>.............................] - ETA: 1s - loss: 0.3055
38/363 [==>...........................] - ETA: 1s - loss: 0.3170
67/363 [====>.........................] - ETA: 0s - loss: 0.3283
94/363 [======>.......................] - ETA: 0s - loss: 0.3289
103/363 [=======>......................] - ETA: 0s - loss: 0.3292
127/363 [=========>....................] - ETA: 0s - loss: 0.3302
148/363 [===========>..................] - ETA: 0s - loss: 0.3327
173/363 [=============>................] - ETA: 0s - loss: 0.3349
201/363 [===============>..............] - ETA: 0s - loss: 0.3370
233/363 [==================>...........] - ETA: 0s - loss: 0.3386
260/363 [====================>.........] - ETA: 0s - loss: 0.3396
283/363 [======================>.......] - ETA: 0s - loss: 0.3402
312/363 [========================>.....] - ETA: 0s - loss: 0.3407
338/363 [==========================>...] - ETA: 0s - loss: 0.3411
363/363 [==============================] - 1s 3ms/step - loss: 0.3414 - val_loss: 0.3271
Epoch 61/100
1/363 [..............................] - ETA: 1s - loss: 0.4566
22/363 [>.............................] - ETA: 0s - loss: 0.4293
64/363 [====>.........................] - ETA: 0s - loss: 0.4065
102/363 [=======>......................] - ETA: 0s - loss: 0.3865
133/363 [=========>....................] - ETA: 0s - loss: 0.3781
168/363 [============>.................] - ETA: 0s - loss: 0.3745
206/363 [================>.............] - ETA: 0s - loss: 0.3719
245/363 [===================>..........] - ETA: 0s - loss: 0.3691
281/363 [======================>.......] - ETA: 0s - loss: 0.3666
316/363 [=========================>....] - ETA: 0s - loss: 0.3646
357/363 [============================>.] - ETA: 0s - loss: 0.3625
363/363 [==============================] - 1s 2ms/step - loss: 0.3621 - val_loss: 0.3346
Epoch 62/100
1/363 [..............................] - ETA: 0s - loss: 0.5010
34/363 [=>............................] - ETA: 0s - loss: 0.3348
46/363 [==>...........................] - ETA: 0s - loss: 0.3376
53/363 [===>..........................] - ETA: 1s - loss: 0.3384
87/363 [======>.......................] - ETA: 0s - loss: 0.3403
133/363 [=========>....................] - ETA: 0s - loss: 0.3436
187/363 [==============>...............] - ETA: 0s - loss: 0.3473
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351/363 [============================>.] - ETA: 0s - loss: 0.3498
363/363 [==============================] - 1s 2ms/step - loss: 0.3497 - val_loss: 0.3493
Epoch 63/100
1/363 [..............................] - ETA: 0s - loss: 0.1981
55/363 [===>..........................] - ETA: 0s - loss: 0.3934
110/363 [========>.....................] - ETA: 0s - loss: 0.3734
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323/363 [=========================>....] - ETA: 0s - loss: 0.3489
349/363 [===========================>..] - ETA: 0s - loss: 0.3486
363/363 [==============================] - 1s 2ms/step - loss: 0.3484 - val_loss: 0.3402
Epoch 64/100
1/363 [..............................] - ETA: 1s - loss: 0.1181
34/363 [=>............................] - ETA: 0s - loss: 0.2924
63/363 [====>.........................] - ETA: 0s - loss: 0.3019
89/363 [======>.......................] - ETA: 0s - loss: 0.3081
105/363 [=======>......................] - ETA: 0s - loss: 0.3119
128/363 [=========>....................] - ETA: 0s - loss: 0.3147
148/363 [===========>..................] - ETA: 0s - loss: 0.3159
177/363 [=============>................] - ETA: 0s - loss: 0.3172
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261/363 [====================>.........] - ETA: 0s - loss: 0.3235
295/363 [=======================>......] - ETA: 0s - loss: 0.3260
312/363 [========================>.....] - ETA: 0s - loss: 0.3273
353/363 [============================>.] - ETA: 0s - loss: 0.3294
363/363 [==============================] - 1s 2ms/step - loss: 0.3299 - val_loss: 0.3275
Epoch 65/100
1/363 [..............................] - ETA: 0s - loss: 0.3221
48/363 [==>...........................] - ETA: 0s - loss: 0.3113
66/363 [====>.........................] - ETA: 0s - loss: 0.3164
90/363 [======>.......................] - ETA: 0s - loss: 0.3220
131/363 [=========>....................] - ETA: 0s - loss: 0.3292
187/363 [==============>...............] - ETA: 0s - loss: 0.3343
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355/363 [============================>.] - ETA: 0s - loss: 0.3409
363/363 [==============================] - 1s 2ms/step - loss: 0.3410 - val_loss: 0.3296
Epoch 66/100
1/363 [..............................] - ETA: 2s - loss: 0.5683
36/363 [=>............................] - ETA: 0s - loss: 0.3304
82/363 [=====>........................] - ETA: 0s - loss: 0.3214
137/363 [==========>...................] - ETA: 0s - loss: 0.3269
175/363 [=============>................] - ETA: 0s - loss: 0.3286
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311/363 [========================>.....] - ETA: 0s - loss: 0.3352
360/363 [============================>.] - ETA: 0s - loss: 0.3363
363/363 [==============================] - 1s 2ms/step - loss: 0.3364 - val_loss: 0.3307
Epoch 67/100
1/363 [..............................] - ETA: 0s - loss: 0.5772
40/363 [==>...........................] - ETA: 0s - loss: 0.3901
59/363 [===>..........................] - ETA: 0s - loss: 0.3818
89/363 [======>.......................] - ETA: 0s - loss: 0.3770
135/363 [==========>...................] - ETA: 0s - loss: 0.3713
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291/363 [=======================>......] - ETA: 0s - loss: 0.3590
326/363 [=========================>....] - ETA: 0s - loss: 0.3573
363/363 [==============================] - 1s 2ms/step - loss: 0.3558 - val_loss: 0.3252
Epoch 68/100
1/363 [..............................] - ETA: 0s - loss: 0.2798
48/363 [==>...........................] - ETA: 0s - loss: 0.3194
94/363 [======>.......................] - ETA: 0s - loss: 0.3320
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252/363 [===================>..........] - ETA: 0s - loss: 0.3355
313/363 [========================>.....] - ETA: 0s - loss: 0.3362
363/363 [==============================] - 0s 1ms/step - loss: 0.3372 - val_loss: 0.3242
Epoch 69/100
1/363 [..............................] - ETA: 0s - loss: 0.4963
58/363 [===>..........................] - ETA: 0s - loss: 0.3587
102/363 [=======>......................] - ETA: 0s - loss: 0.3473
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311/363 [========================>.....] - ETA: 0s - loss: 0.3394
363/363 [==============================] - 0s 1ms/step - loss: 0.3394 - val_loss: 0.3254
Epoch 70/100
1/363 [..............................] - ETA: 0s - loss: 0.3234
54/363 [===>..........................] - ETA: 0s - loss: 0.3154
112/363 [========>.....................] - ETA: 0s - loss: 0.3252
169/363 [============>.................] - ETA: 0s - loss: 0.3284
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282/363 [======================>.......] - ETA: 0s - loss: 0.3337
337/363 [==========================>...] - ETA: 0s - loss: 0.3346
363/363 [==============================] - 1s 1ms/step - loss: 0.3350 - val_loss: 0.3672
Epoch 71/100
1/363 [..............................] - ETA: 0s - loss: 0.2225
62/363 [====>.........................] - ETA: 0s - loss: 0.3654
115/363 [========>.....................] - ETA: 0s - loss: 0.3519
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345/363 [===========================>..] - ETA: 0s - loss: 0.3429
363/363 [==============================] - 0s 1ms/step - loss: 0.3428 - val_loss: 0.3375
Epoch 72/100
1/363 [..............................] - ETA: 0s - loss: 0.2151
58/363 [===>..........................] - ETA: 0s - loss: 0.2992
118/363 [========>.....................] - ETA: 0s - loss: 0.3102
172/363 [=============>................] - ETA: 0s - loss: 0.3167
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292/363 [=======================>......] - ETA: 0s - loss: 0.3240
353/363 [============================>.] - ETA: 0s - loss: 0.3257
363/363 [==============================] - 0s 1ms/step - loss: 0.3261 - val_loss: 0.3271
Epoch 73/100
1/363 [..............................] - ETA: 0s - loss: 0.1952
61/363 [====>.........................] - ETA: 0s - loss: 0.3248
123/363 [=========>....................] - ETA: 0s - loss: 0.3361
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295/363 [=======================>......] - ETA: 0s - loss: 0.3405
351/363 [============================>.] - ETA: 0s - loss: 0.3409
363/363 [==============================] - 0s 1ms/step - loss: 0.3409 - val_loss: 0.3242
Epoch 74/100
1/363 [..............................] - ETA: 0s - loss: 0.4563
35/363 [=>............................] - ETA: 0s - loss: 0.3463
54/363 [===>..........................] - ETA: 0s - loss: 0.3411
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337/363 [==========================>...] - ETA: 0s - loss: 0.3393
363/363 [==============================] - 1s 3ms/step - loss: 0.3394 - val_loss: 0.3665
Epoch 75/100
1/363 [..............................] - ETA: 1s - loss: 0.3968
19/363 [>.............................] - ETA: 1s - loss: 0.3363
23/363 [>.............................] - ETA: 1s - loss: 0.3400
60/363 [===>..........................] - ETA: 0s - loss: 0.3288
103/363 [=======>......................] - ETA: 0s - loss: 0.3240
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311/363 [========================>.....] - ETA: 0s - loss: 0.3270
334/363 [==========================>...] - ETA: 0s - loss: 0.3277
360/363 [============================>.] - ETA: 0s - loss: 0.3285
363/363 [==============================] - 1s 3ms/step - loss: 0.3286 - val_loss: 0.3283
Epoch 76/100
1/363 [..............................] - ETA: 0s - loss: 0.2867
42/363 [==>...........................] - ETA: 0s - loss: 0.3429
84/363 [=====>........................] - ETA: 0s - loss: 0.3373
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346/363 [===========================>..] - ETA: 0s - loss: 0.3390
363/363 [==============================] - 1s 3ms/step - loss: 0.3391 - val_loss: 0.3240
Epoch 77/100
1/363 [..............................] - ETA: 0s - loss: 0.2030
62/363 [====>.........................] - ETA: 0s - loss: 0.3035
120/363 [========>.....................] - ETA: 0s - loss: 0.3198
179/363 [=============>................] - ETA: 0s - loss: 0.3229
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285/363 [======================>.......] - ETA: 0s - loss: 0.3268
337/363 [==========================>...] - ETA: 0s - loss: 0.3286
363/363 [==============================] - 0s 1ms/step - loss: 0.3293 - val_loss: 0.3381
Epoch 78/100
1/363 [..............................] - ETA: 0s - loss: 0.4842
59/363 [===>..........................] - ETA: 0s - loss: 0.3285
118/363 [========>.....................] - ETA: 0s - loss: 0.3350
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295/363 [=======================>......] - ETA: 0s - loss: 0.3368
356/363 [============================>.] - ETA: 0s - loss: 0.3371
363/363 [==============================] - 0s 1ms/step - loss: 0.3372 - val_loss: 0.3356
Epoch 79/100
1/363 [..............................] - ETA: 0s - loss: 0.2261
25/363 [=>............................] - ETA: 0s - loss: 0.3204
64/363 [====>.........................] - ETA: 0s - loss: 0.3303
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333/363 [==========================>...] - ETA: 0s - loss: 0.3361
363/363 [==============================] - 0s 1ms/step - loss: 0.3364 - val_loss: 0.3224
Epoch 80/100
1/363 [..............................] - ETA: 0s - loss: 0.2546
59/363 [===>..........................] - ETA: 0s - loss: 0.3269
117/363 [========>.....................] - ETA: 0s - loss: 0.3344
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295/363 [=======================>......] - ETA: 0s - loss: 0.3371
350/363 [===========================>..] - ETA: 0s - loss: 0.3374
363/363 [==============================] - 1s 2ms/step - loss: 0.3374 - val_loss: 0.3595
Epoch 81/100
1/363 [..............................] - ETA: 1s - loss: 0.3707
35/363 [=>............................] - ETA: 0s - loss: 0.3385
61/363 [====>.........................] - ETA: 0s - loss: 0.3367
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346/363 [===========================>..] - ETA: 0s - loss: 0.3381
363/363 [==============================] - 1s 2ms/step - loss: 0.3381 - val_loss: 0.3432
Epoch 82/100
1/363 [..............................] - ETA: 0s - loss: 0.1861
47/363 [==>...........................] - ETA: 0s - loss: 0.3458
94/363 [======>.......................] - ETA: 0s - loss: 0.3456
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354/363 [============================>.] - ETA: 0s - loss: 0.3484
363/363 [==============================] - 1s 2ms/step - loss: 0.3481 - val_loss: 0.3211
Epoch 83/100
1/363 [..............................] - ETA: 0s - loss: 0.7229
57/363 [===>..........................] - ETA: 0s - loss: 0.3629
109/363 [========>.....................] - ETA: 0s - loss: 0.3523
146/363 [===========>..................] - ETA: 0s - loss: 0.3503
173/363 [=============>................] - ETA: 0s - loss: 0.3490
189/363 [==============>...............] - ETA: 0s - loss: 0.3484
204/363 [===============>..............] - ETA: 0s - loss: 0.3479
241/363 [==================>...........] - ETA: 0s - loss: 0.3472
294/363 [=======================>......] - ETA: 0s - loss: 0.3458
338/363 [==========================>...] - ETA: 0s - loss: 0.3447
363/363 [==============================] - 1s 2ms/step - loss: 0.3441 - val_loss: 0.3342
Epoch 84/100
1/363 [..............................] - ETA: 0s - loss: 0.2171
56/363 [===>..........................] - ETA: 0s - loss: 0.2868
111/363 [========>.....................] - ETA: 0s - loss: 0.3074
160/363 [============>.................] - ETA: 0s - loss: 0.3142
213/363 [================>.............] - ETA: 0s - loss: 0.3170
266/363 [====================>.........] - ETA: 0s - loss: 0.3195
319/363 [=========================>....] - ETA: 0s - loss: 0.3222
363/363 [==============================] - 0s 1ms/step - loss: 0.3240 - val_loss: 0.4136
Epoch 85/100
1/363 [..............................] - ETA: 0s - loss: 0.2592
58/363 [===>..........................] - ETA: 0s - loss: 0.3232
110/363 [========>.....................] - ETA: 0s - loss: 0.3236
166/363 [============>.................] - ETA: 0s - loss: 0.3257
221/363 [=================>............] - ETA: 0s - loss: 0.3270
278/363 [=====================>........] - ETA: 0s - loss: 0.3286
329/363 [==========================>...] - ETA: 0s - loss: 0.3295
363/363 [==============================] - 0s 1ms/step - loss: 0.3303 - val_loss: 0.3285
Epoch 86/100
1/363 [..............................] - ETA: 0s - loss: 0.1870
40/363 [==>...........................] - ETA: 0s - loss: 0.3267
87/363 [======>.......................] - ETA: 0s - loss: 0.3207
141/363 [==========>...................] - ETA: 0s - loss: 0.3198
192/363 [==============>...............] - ETA: 0s - loss: 0.3186
248/363 [===================>..........] - ETA: 0s - loss: 0.3216
305/363 [========================>.....] - ETA: 0s - loss: 0.3243
361/363 [============================>.] - ETA: 0s - loss: 0.3262
363/363 [==============================] - 0s 1ms/step - loss: 0.3263 - val_loss: 0.3440
Epoch 87/100
1/363 [..............................] - ETA: 0s - loss: 0.3384
58/363 [===>..........................] - ETA: 0s - loss: 0.3650
114/363 [========>.....................] - ETA: 0s - loss: 0.3572
157/363 [===========>..................] - ETA: 0s - loss: 0.3544
202/363 [===============>..............] - ETA: 0s - loss: 0.3532
253/363 [===================>..........] - ETA: 0s - loss: 0.3521
306/363 [========================>.....] - ETA: 0s - loss: 0.3503
363/363 [==============================] - 0s 1ms/step - loss: 0.3483 - val_loss: 0.3733
Epoch 88/100
1/363 [..............................] - ETA: 0s - loss: 0.3407
56/363 [===>..........................] - ETA: 0s - loss: 0.3184
108/363 [=======>......................] - ETA: 0s - loss: 0.3236
164/363 [============>.................] - ETA: 0s - loss: 0.3264
219/363 [=================>............] - ETA: 0s - loss: 0.3275
276/363 [=====================>........] - ETA: 0s - loss: 0.3285
331/363 [==========================>...] - ETA: 0s - loss: 0.3299
363/363 [==============================] - 0s 1ms/step - loss: 0.3305 - val_loss: 0.3188
Epoch 89/100
1/363 [..............................] - ETA: 0s - loss: 0.2507
55/363 [===>..........................] - ETA: 0s - loss: 0.3018
104/363 [=======>......................] - ETA: 0s - loss: 0.3157
148/363 [===========>..................] - ETA: 0s - loss: 0.3190
203/363 [===============>..............] - ETA: 0s - loss: 0.3224
257/363 [====================>.........] - ETA: 0s - loss: 0.3252
313/363 [========================>.....] - ETA: 0s - loss: 0.3270
363/363 [==============================] - 0s 1ms/step - loss: 0.3283 - val_loss: 0.3492
Epoch 90/100
1/363 [..............................] - ETA: 0s - loss: 0.2347
59/363 [===>..........................] - ETA: 0s - loss: 0.3008
116/363 [========>.....................] - ETA: 0s - loss: 0.3096
173/363 [=============>................] - ETA: 0s - loss: 0.3135
228/363 [=================>............] - ETA: 0s - loss: 0.3184
282/363 [======================>.......] - ETA: 0s - loss: 0.3215
337/363 [==========================>...] - ETA: 0s - loss: 0.3234
363/363 [==============================] - 0s 1ms/step - loss: 0.3243 - val_loss: 0.3175
Epoch 91/100
1/363 [..............................] - ETA: 0s - loss: 0.2695
57/363 [===>..........................] - ETA: 0s - loss: 0.3191
109/363 [========>.....................] - ETA: 0s - loss: 0.3159
167/363 [============>.................] - ETA: 0s - loss: 0.3212
224/363 [=================>............] - ETA: 0s - loss: 0.3250
277/363 [=====================>........] - ETA: 0s - loss: 0.3272
331/363 [==========================>...] - ETA: 0s - loss: 0.3283
363/363 [==============================] - 0s 1ms/step - loss: 0.3288 - val_loss: 0.3594
Epoch 92/100
1/363 [..............................] - ETA: 0s - loss: 0.2075
55/363 [===>..........................] - ETA: 0s - loss: 0.3345
114/363 [========>.....................] - ETA: 0s - loss: 0.3392
175/363 [=============>................] - ETA: 0s - loss: 0.3368
236/363 [==================>...........] - ETA: 0s - loss: 0.3348
295/363 [=======================>......] - ETA: 0s - loss: 0.3342
355/363 [============================>.] - ETA: 0s - loss: 0.3343
363/363 [==============================] - 0s 1ms/step - loss: 0.3343 - val_loss: 0.3169
Epoch 93/100
1/363 [..............................] - ETA: 0s - loss: 0.4392
58/363 [===>..........................] - ETA: 0s - loss: 0.3747
119/363 [========>.....................] - ETA: 0s - loss: 0.3675
175/363 [=============>................] - ETA: 0s - loss: 0.3601
235/363 [==================>...........] - ETA: 0s - loss: 0.3556
293/363 [=======================>......] - ETA: 0s - loss: 0.3521
346/363 [===========================>..] - ETA: 0s - loss: 0.3493
363/363 [==============================] - 0s 1ms/step - loss: 0.3485 - val_loss: 0.3607
Epoch 94/100
1/363 [..............................] - ETA: 0s - loss: 0.3690
60/363 [===>..........................] - ETA: 0s - loss: 0.3463
120/363 [========>.....................] - ETA: 0s - loss: 0.3350
181/363 [=============>................] - ETA: 0s - loss: 0.3287
239/363 [==================>...........] - ETA: 0s - loss: 0.3254
296/363 [=======================>......] - ETA: 0s - loss: 0.3249
356/363 [============================>.] - ETA: 0s - loss: 0.3260
363/363 [==============================] - 0s 1ms/step - loss: 0.3262 - val_loss: 0.5184
Epoch 95/100
1/363 [..............................] - ETA: 0s - loss: 0.2246
56/363 [===>..........................] - ETA: 0s - loss: 0.3153
112/363 [========>.....................] - ETA: 0s - loss: 0.3230
165/363 [============>.................] - ETA: 0s - loss: 0.3234
216/363 [================>.............] - ETA: 0s - loss: 0.3246
266/363 [====================>.........] - ETA: 0s - loss: 0.3262
324/363 [=========================>....] - ETA: 0s - loss: 0.3278
363/363 [==============================] - 0s 1ms/step - loss: 0.3284 - val_loss: 0.7536
Epoch 96/100
1/363 [..............................] - ETA: 0s - loss: 0.1892
60/363 [===>..........................] - ETA: 0s - loss: 0.3770
116/363 [========>.....................] - ETA: 0s - loss: 0.3574
171/363 [=============>................] - ETA: 0s - loss: 0.3566
230/363 [==================>...........] - ETA: 0s - loss: 0.3548
291/363 [=======================>......] - ETA: 0s - loss: 0.3523
348/363 [===========================>..] - ETA: 0s - loss: 0.3500
363/363 [==============================] - 0s 1ms/step - loss: 0.3494 - val_loss: 0.5075
Epoch 97/100
1/363 [..............................] - ETA: 0s - loss: 0.1992
51/363 [===>..........................] - ETA: 0s - loss: 0.3055
100/363 [=======>......................] - ETA: 0s - loss: 0.3188
147/363 [===========>..................] - ETA: 0s - loss: 0.3233
206/363 [================>.............] - ETA: 0s - loss: 0.3274
262/363 [====================>.........] - ETA: 0s - loss: 0.3280
323/363 [=========================>....] - ETA: 0s - loss: 0.3285
363/363 [==============================] - 0s 1ms/step - loss: 0.3290 - val_loss: 0.8087
Epoch 98/100
1/363 [..............................] - ETA: 0s - loss: 0.1647
58/363 [===>..........................] - ETA: 0s - loss: 0.3201
113/363 [========>.....................] - ETA: 0s - loss: 0.3224
165/363 [============>.................] - ETA: 0s - loss: 0.3230
203/363 [===============>..............] - ETA: 0s - loss: 0.3232
263/363 [====================>.........] - ETA: 0s - loss: 0.3240
323/363 [=========================>....] - ETA: 0s - loss: 0.3264
363/363 [==============================] - 0s 1ms/step - loss: 0.3277 - val_loss: 1.0447
Epoch 99/100
1/363 [..............................] - ETA: 0s - loss: 0.3219
62/363 [====>.........................] - ETA: 0s - loss: 0.3080
123/363 [=========>....................] - ETA: 0s - loss: 0.3134
182/363 [==============>...............] - ETA: 0s - loss: 0.3144
243/363 [===================>..........] - ETA: 0s - loss: 0.3169
302/363 [=======================>......] - ETA: 0s - loss: 0.3176
361/363 [============================>.] - ETA: 0s - loss: 0.3198
363/363 [==============================] - 0s 1ms/step - loss: 0.3199 - val_loss: 1.6881
Epoch 100/100
1/363 [..............................] - ETA: 0s - loss: 0.3615
61/363 [====>.........................] - ETA: 0s - loss: 0.3872
122/363 [=========>....................] - ETA: 0s - loss: 0.3925
180/363 [=============>................] - ETA: 0s - loss: 0.3887
241/363 [==================>...........] - ETA: 0s - loss: 0.3813
300/363 [=======================>......] - ETA: 0s - loss: 0.3749
360/363 [============================>.] - ETA: 0s - loss: 0.3709
363/363 [==============================] - 0s 1ms/step - loss: 0.3706 - val_loss: 1.9265
<tensorflow.python.keras.callbacks.History at 0x140edd1f0>
mse_test = keras_reg.score(X_test, y_test)
1/162 [..............................] - ETA: 2s - loss: 0.2524
67/162 [===========>..................] - ETA: 0s - loss: 0.3567
135/162 [========================>.....] - ETA: 0s - loss: 0.3479
162/162 [==============================] - 0s 748us/step - loss: 0.3409
y_pred = keras_reg.predict(X_new)
WARNING:tensorflow:8 out of the last 10 calls to <function Model.make_predict_function.<locals>.predict_function at 0x1411049d0> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has experimental_relax_shapes=True option that relaxes argument shapes that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/guide/function#controlling_retracing and https://www.tensorflow.org/api_docs/python/tf/function for more details.
tf.random.set_seed(42)
from scipy.stats import reciprocal
from sklearn.model_selection import RandomizedSearchCV
param_distribs = {
"n_hidden": [0, 1, 2, 3],
"n_neurons": np.arange(1, 100).tolist(),
"learning_rate": reciprocal(3e-4, 3e-2).rvs(1000).tolist(),
}
rnd_search_cv = RandomizedSearchCV(keras_reg,
param_distribs,
n_iter=10,
cv=2,
verbose=2)
rnd_search_cv.fit(X_train,
y_train,
epochs=100,
validation_data=(X_valid, y_valid),
callbacks=[keras.callbacks.EarlyStopping(patience=10)])
Fitting 2 folds for each of 10 candidates, totalling 20 fits
Epoch 1/100
1/182 [..............................] - ETA: 48s - loss: 4.9637
61/182 [=========>....................] - ETA: 0s - loss: 2.4058
123/182 [===================>..........] - ETA: 0s - loss: 1.8221
182/182 [==============================] - 1s 2ms/step - loss: 1.5488 - val_loss: 0.8308
Epoch 2/100
1/182 [..............................] - ETA: 0s - loss: 0.4658
63/182 [=========>....................] - ETA: 0s - loss: 0.5288
125/182 [===================>..........] - ETA: 0s - loss: 0.5290
182/182 [==============================] - 0s 1ms/step - loss: 0.5256 - val_loss: 0.5293
Epoch 3/100
1/182 [..............................] - ETA: 0s - loss: 0.1920
64/182 [=========>....................] - ETA: 0s - loss: 0.5407
125/182 [===================>..........] - ETA: 0s - loss: 0.5217
182/182 [==============================] - 0s 1ms/step - loss: 0.5077 - val_loss: 0.4571
Epoch 4/100
1/182 [..............................] - ETA: 0s - loss: 0.3219
58/182 [========>.....................] - ETA: 0s - loss: 0.4331
86/182 [=============>................] - ETA: 0s - loss: 0.4299
146/182 [=======================>......] - ETA: 0s - loss: 0.4301
182/182 [==============================] - 0s 2ms/step - loss: 0.4338 - val_loss: 0.4224
Epoch 5/100
1/182 [..............................] - ETA: 0s - loss: 0.2923
60/182 [========>.....................] - ETA: 0s - loss: 0.4014
122/182 [===================>..........] - ETA: 0s - loss: 0.4191
182/182 [==============================] - 0s 1ms/step - loss: 0.4257 - val_loss: 0.4177
Epoch 6/100
1/182 [..............................] - ETA: 0s - loss: 0.4751
63/182 [=========>....................] - ETA: 0s - loss: 0.4460
125/182 [===================>..........] - ETA: 0s - loss: 0.4453
182/182 [==============================] - 0s 2ms/step - loss: 0.4440 - val_loss: 0.4031
Epoch 7/100
1/182 [..............................] - ETA: 0s - loss: 0.2925
59/182 [========>.....................] - ETA: 0s - loss: 0.3917
115/182 [=================>............] - ETA: 0s - loss: 0.4018
174/182 [===========================>..] - ETA: 0s - loss: 0.4098
182/182 [==============================] - 0s 2ms/step - loss: 0.4111 - val_loss: 0.4000
Epoch 8/100
1/182 [..............................] - ETA: 0s - loss: 0.1668
59/182 [========>.....................] - ETA: 0s - loss: 0.3958
118/182 [==================>...........] - ETA: 0s - loss: 0.4046
167/182 [==========================>...] - ETA: 0s - loss: 0.4121
182/182 [==============================] - 0s 2ms/step - loss: 0.4138 - val_loss: 0.4202
Epoch 9/100
1/182 [..............................] - ETA: 0s - loss: 0.5719
62/182 [=========>....................] - ETA: 0s - loss: 0.4732
125/182 [===================>..........] - ETA: 0s - loss: 0.4493
182/182 [==============================] - 0s 1ms/step - loss: 0.4417 - val_loss: 0.4109
Epoch 10/100
1/182 [..............................] - ETA: 0s - loss: 0.4968
63/182 [=========>....................] - ETA: 0s - loss: 0.4136
125/182 [===================>..........] - ETA: 0s - loss: 0.4212
182/182 [==============================] - 0s 1ms/step - loss: 0.4219 - val_loss: 0.4878
Epoch 11/100
1/182 [..............................] - ETA: 0s - loss: 0.3795
55/182 [========>.....................] - ETA: 0s - loss: 0.4286
115/182 [=================>............] - ETA: 0s - loss: 0.4275
170/182 [===========================>..] - ETA: 0s - loss: 0.4281
182/182 [==============================] - 0s 2ms/step - loss: 0.4282 - val_loss: 0.5111
Epoch 12/100
1/182 [..............................] - ETA: 0s - loss: 0.5274
59/182 [========>.....................] - ETA: 0s - loss: 0.4254
117/182 [==================>...........] - ETA: 0s - loss: 0.4303
179/182 [============================>.] - ETA: 0s - loss: 0.4303
182/182 [==============================] - 0s 1ms/step - loss: 0.4303 - val_loss: 0.6887
Epoch 13/100
1/182 [..............................] - ETA: 0s - loss: 0.5408
59/182 [========>.....................] - ETA: 0s - loss: 0.4353
120/182 [==================>...........] - ETA: 0s - loss: 0.4263
181/182 [============================>.] - ETA: 0s - loss: 0.4255
182/182 [==============================] - 0s 1ms/step - loss: 0.4255 - val_loss: 0.8011
Epoch 14/100
1/182 [..............................] - ETA: 0s - loss: 0.4137
61/182 [=========>....................] - ETA: 0s - loss: 0.4172
123/182 [===================>..........] - ETA: 0s - loss: 0.4271
182/182 [==============================] - 0s 1ms/step - loss: 0.4270 - val_loss: 0.9155
Epoch 15/100
1/182 [..............................] - ETA: 0s - loss: 0.5701
60/182 [========>.....................] - ETA: 0s - loss: 0.4183
118/182 [==================>...........] - ETA: 0s - loss: 0.4129
180/182 [============================>.] - ETA: 0s - loss: 0.4105
182/182 [==============================] - 0s 2ms/step - loss: 0.4106 - val_loss: 1.0689
Epoch 16/100
1/182 [..............................] - ETA: 0s - loss: 0.2964
62/182 [=========>....................] - ETA: 0s - loss: 0.3602
124/182 [===================>..........] - ETA: 0s - loss: 0.3873
174/182 [===========================>..] - ETA: 0s - loss: 0.3958
182/182 [==============================] - 0s 2ms/step - loss: 0.3969 - val_loss: 1.1293
Epoch 17/100
1/182 [..............................] - ETA: 0s - loss: 0.3084
63/182 [=========>....................] - ETA: 0s - loss: 0.3766
126/182 [===================>..........] - ETA: 0s - loss: 0.3947
182/182 [==============================] - 0s 1ms/step - loss: 0.3999 - val_loss: 1.1939
1/182 [..............................] - ETA: 2s - loss: 0.6316
71/182 [==========>...................] - ETA: 0s - loss: 0.4197
145/182 [======================>.......] - ETA: 0s - loss: 0.4447
182/182 [==============================] - 0s 706us/step - loss: 0.4516
[CV] END learning_rate=0.022174573948353458, n_hidden=1, n_neurons=4; total time= 5.3s
Epoch 1/100
1/182 [..............................] - ETA: 44s - loss: 4.9477
57/182 [========>.....................] - ETA: 0s - loss: 2.5108
113/182 [=================>............] - ETA: 0s - loss: 1.8418
169/182 [==========================>...] - ETA: 0s - loss: 1.5246
182/182 [==============================] - 1s 2ms/step - loss: 1.4707 - val_loss: 0.4873
Epoch 2/100
1/182 [..............................] - ETA: 0s - loss: 0.4848
56/182 [========>.....................] - ETA: 0s - loss: 0.5188
113/182 [=================>............] - ETA: 0s - loss: 0.5081
159/182 [=========================>....] - ETA: 0s - loss: 0.5004
182/182 [==============================] - 0s 2ms/step - loss: 0.4985 - val_loss: 0.5876
Epoch 3/100
1/182 [..............................] - ETA: 0s - loss: 0.5508
54/182 [=======>......................] - ETA: 0s - loss: 0.4370
101/182 [===============>..............] - ETA: 0s - loss: 0.4512
158/182 [=========================>....] - ETA: 0s - loss: 0.4583
182/182 [==============================] - 0s 2ms/step - loss: 0.4600 - val_loss: 0.4282
Epoch 4/100
1/182 [..............................] - ETA: 0s - loss: 0.5291
57/182 [========>.....................] - ETA: 0s - loss: 0.4836
113/182 [=================>............] - ETA: 0s - loss: 0.4852
171/182 [===========================>..] - ETA: 0s - loss: 0.4812
182/182 [==============================] - 0s 2ms/step - loss: 0.4803 - val_loss: 0.4152
Epoch 5/100
1/182 [..............................] - ETA: 0s - loss: 0.3436
53/182 [=======>......................] - ETA: 0s - loss: 0.4431
107/182 [================>.............] - ETA: 0s - loss: 0.4462
160/182 [=========================>....] - ETA: 0s - loss: 0.4487
182/182 [==============================] - 0s 2ms/step - loss: 0.4493 - val_loss: 0.4537
Epoch 6/100
1/182 [..............................] - ETA: 0s - loss: 0.4547
56/182 [========>.....................] - ETA: 0s - loss: 0.4266
110/182 [=================>............] - ETA: 0s - loss: 0.4473
165/182 [==========================>...] - ETA: 0s - loss: 0.4493
182/182 [==============================] - 0s 2ms/step - loss: 0.4495 - val_loss: 0.5109
Epoch 7/100
1/182 [..............................] - ETA: 0s - loss: 0.6978
57/182 [========>.....................] - ETA: 0s - loss: 0.4559
112/182 [=================>............] - ETA: 0s - loss: 0.4475
166/182 [==========================>...] - ETA: 0s - loss: 0.4447
182/182 [==============================] - 0s 2ms/step - loss: 0.4450 - val_loss: 0.4127
Epoch 8/100
1/182 [..............................] - ETA: 0s - loss: 0.6652
49/182 [=======>......................] - ETA: 0s - loss: 0.4764
106/182 [================>.............] - ETA: 0s - loss: 0.4555
161/182 [=========================>....] - ETA: 0s - loss: 0.4541
182/182 [==============================] - 0s 2ms/step - loss: 0.4535 - val_loss: 0.5886
Epoch 9/100
1/182 [..............................] - ETA: 0s - loss: 0.2745
59/182 [========>.....................] - ETA: 0s - loss: 0.4164
109/182 [================>.............] - ETA: 0s - loss: 0.4202
165/182 [==========================>...] - ETA: 0s - loss: 0.4293
182/182 [==============================] - 0s 2ms/step - loss: 0.4311 - val_loss: 0.4253
Epoch 10/100
1/182 [..............................] - ETA: 0s - loss: 0.7450
38/182 [=====>........................] - ETA: 0s - loss: 0.5306
95/182 [==============>...............] - ETA: 0s - loss: 0.4848
151/182 [=======================>......] - ETA: 0s - loss: 0.4667
182/182 [==============================] - 0s 2ms/step - loss: 0.4626 - val_loss: 0.4962
Epoch 11/100
1/182 [..............................] - ETA: 0s - loss: 0.4644
52/182 [=======>......................] - ETA: 0s - loss: 0.4273
104/182 [================>.............] - ETA: 0s - loss: 0.4334
160/182 [=========================>....] - ETA: 0s - loss: 0.4373
182/182 [==============================] - 0s 2ms/step - loss: 0.4382 - val_loss: 0.4354
Epoch 12/100
1/182 [..............................] - ETA: 0s - loss: 0.3610
57/182 [========>.....................] - ETA: 0s - loss: 0.4440
114/182 [=================>............] - ETA: 0s - loss: 0.4508
171/182 [===========================>..] - ETA: 0s - loss: 0.4491
182/182 [==============================] - 0s 2ms/step - loss: 0.4485 - val_loss: 0.4934
Epoch 13/100
1/182 [..............................] - ETA: 0s - loss: 0.5730
57/182 [========>.....................] - ETA: 0s - loss: 0.4583
112/182 [=================>............] - ETA: 0s - loss: 0.4575
170/182 [===========================>..] - ETA: 0s - loss: 0.4539
182/182 [==============================] - 0s 2ms/step - loss: 0.4533 - val_loss: 0.4253
Epoch 14/100
1/182 [..............................] - ETA: 0s - loss: 0.4122
58/182 [========>.....................] - ETA: 0s - loss: 0.3964
119/182 [==================>...........] - ETA: 0s - loss: 0.4164
145/182 [======================>.......] - ETA: 0s - loss: 0.4208
177/182 [============================>.] - ETA: 0s - loss: 0.4248
182/182 [==============================] - 0s 2ms/step - loss: 0.4254 - val_loss: 0.4504
Epoch 15/100
1/182 [..............................] - ETA: 0s - loss: 0.2094
57/182 [========>.....................] - ETA: 0s - loss: 0.4384
97/182 [==============>...............] - ETA: 0s - loss: 0.4500
134/182 [=====================>........] - ETA: 0s - loss: 0.4512
170/182 [===========================>..] - ETA: 0s - loss: 0.4515
182/182 [==============================] - 0s 2ms/step - loss: 0.4509 - val_loss: 0.4084
Epoch 16/100
1/182 [..............................] - ETA: 0s - loss: 0.2345
34/182 [====>.........................] - ETA: 0s - loss: 0.4564
73/182 [===========>..................] - ETA: 0s - loss: 0.4756
128/182 [====================>.........] - ETA: 0s - loss: 0.4641
182/182 [==============================] - 0s 2ms/step - loss: 0.4593 - val_loss: 0.4298
Epoch 17/100
1/182 [..............................] - ETA: 0s - loss: 0.6716
40/182 [=====>........................] - ETA: 0s - loss: 0.5072
81/182 [============>.................] - ETA: 0s - loss: 0.4687
129/182 [====================>.........] - ETA: 0s - loss: 0.4575
171/182 [===========================>..] - ETA: 0s - loss: 0.4531
182/182 [==============================] - 1s 3ms/step - loss: 0.4525 - val_loss: 0.5473
Epoch 18/100
1/182 [..............................] - ETA: 0s - loss: 0.4961
24/182 [==>...........................] - ETA: 0s - loss: 0.4485
34/182 [====>.........................] - ETA: 0s - loss: 0.4428
62/182 [=========>....................] - ETA: 0s - loss: 0.4471
90/182 [=============>................] - ETA: 0s - loss: 0.4500
111/182 [=================>............] - ETA: 0s - loss: 0.4511
131/182 [====================>.........] - ETA: 0s - loss: 0.4527
147/182 [=======================>......] - ETA: 0s - loss: 0.4527
179/182 [============================>.] - ETA: 0s - loss: 0.4511
182/182 [==============================] - 1s 5ms/step - loss: 0.4509 - val_loss: 0.4059
Epoch 19/100
1/182 [..............................] - ETA: 0s - loss: 0.3862
28/182 [===>..........................] - ETA: 0s - loss: 0.4624
67/182 [==========>...................] - ETA: 0s - loss: 0.4616
97/182 [==============>...............] - ETA: 0s - loss: 0.4595
128/182 [====================>.........] - ETA: 0s - loss: 0.4581
153/182 [========================>.....] - ETA: 0s - loss: 0.4565
163/182 [=========================>....] - ETA: 0s - loss: 0.4558
182/182 [==============================] - 1s 4ms/step - loss: 0.4544 - val_loss: 0.5898
Epoch 20/100
1/182 [..............................] - ETA: 0s - loss: 0.3189
31/182 [====>.........................] - ETA: 0s - loss: 0.4359
64/182 [=========>....................] - ETA: 0s - loss: 0.4532
102/182 [===============>..............] - ETA: 0s - loss: 0.4531
137/182 [=====================>........] - ETA: 0s - loss: 0.4516
182/182 [==============================] - 0s 2ms/step - loss: 0.4506 - val_loss: 0.4847
Epoch 21/100
1/182 [..............................] - ETA: 0s - loss: 0.5135
57/182 [========>.....................] - ETA: 0s - loss: 0.4463
112/182 [=================>............] - ETA: 0s - loss: 0.4365
169/182 [==========================>...] - ETA: 0s - loss: 0.4360
182/182 [==============================] - 1s 7ms/step - loss: 0.4364 - val_loss: 0.5081
Epoch 22/100
1/182 [..............................] - ETA: 3s - loss: 0.5804
15/182 [=>............................] - ETA: 0s - loss: 0.5009
25/182 [===>..........................] - ETA: 0s - loss: 0.4814
65/182 [=========>....................] - ETA: 0s - loss: 0.4655
108/182 [================>.............] - ETA: 0s - loss: 0.4576
152/182 [========================>.....] - ETA: 0s - loss: 0.4535
182/182 [==============================] - 1s 3ms/step - loss: 0.4517 - val_loss: 0.5580
Epoch 23/100
1/182 [..............................] - ETA: 0s - loss: 0.1931
37/182 [=====>........................] - ETA: 0s - loss: 0.4033
81/182 [============>.................] - ETA: 0s - loss: 0.4179
121/182 [==================>...........] - ETA: 0s - loss: 0.4229
167/182 [==========================>...] - ETA: 0s - loss: 0.4262
182/182 [==============================] - 0s 2ms/step - loss: 0.4273 - val_loss: 0.4537
Epoch 24/100
1/182 [..............................] - ETA: 0s - loss: 0.4048
48/182 [======>.......................] - ETA: 0s - loss: 0.4228
93/182 [==============>...............] - ETA: 0s - loss: 0.4231
141/182 [======================>.......] - ETA: 0s - loss: 0.4261
182/182 [==============================] - 0s 2ms/step - loss: 0.4284 - val_loss: 0.4422
Epoch 25/100
1/182 [..............................] - ETA: 0s - loss: 0.1959
27/182 [===>..........................] - ETA: 0s - loss: 0.3582
66/182 [=========>....................] - ETA: 0s - loss: 0.3689
108/182 [================>.............] - ETA: 0s - loss: 0.3862
147/182 [=======================>......] - ETA: 0s - loss: 0.3968
182/182 [==============================] - 0s 3ms/step - loss: 0.4046 - val_loss: 0.4352
Epoch 26/100
1/182 [..............................] - ETA: 0s - loss: 0.3965
48/182 [======>.......................] - ETA: 0s - loss: 0.4470
95/182 [==============>...............] - ETA: 0s - loss: 0.4379
133/182 [====================>.........] - ETA: 0s - loss: 0.4353
162/182 [=========================>....] - ETA: 0s - loss: 0.4354
182/182 [==============================] - 0s 2ms/step - loss: 0.4353 - val_loss: 0.4741
Epoch 27/100
1/182 [..............................] - ETA: 0s - loss: 1.0904
14/182 [=>............................] - ETA: 0s - loss: 0.5418
61/182 [=========>....................] - ETA: 0s - loss: 0.4622
108/182 [================>.............] - ETA: 0s - loss: 0.4497
157/182 [========================>.....] - ETA: 0s - loss: 0.4439
182/182 [==============================] - 0s 2ms/step - loss: 0.4423 - val_loss: 0.5296
Epoch 28/100
1/182 [..............................] - ETA: 0s - loss: 0.5002
41/182 [=====>........................] - ETA: 0s - loss: 0.4950
86/182 [=============>................] - ETA: 0s - loss: 0.4855
120/182 [==================>...........] - ETA: 0s - loss: 0.4754
166/182 [==========================>...] - ETA: 0s - loss: 0.4647
182/182 [==============================] - 0s 2ms/step - loss: 0.4616 - val_loss: 0.4623
1/182 [..............................] - ETA: 3s - loss: 0.4540
56/182 [========>.....................] - ETA: 0s - loss: 0.4411
103/182 [===============>..............] - ETA: 0s - loss: 0.4125
148/182 [=======================>......] - ETA: 0s - loss: 0.4180
182/182 [==============================] - 0s 1ms/step - loss: 0.4309
[CV] END learning_rate=0.022174573948353458, n_hidden=1, n_neurons=4; total time= 13.1s
Epoch 1/100
1/182 [..............................] - ETA: 1:01 - loss: 6.1262
51/182 [=======>......................] - ETA: 0s - loss: 3.3839
101/182 [===============>..............] - ETA: 0s - loss: 2.5880
150/182 [=======================>......] - ETA: 0s - loss: 2.1852
182/182 [==============================] - 1s 2ms/step - loss: 2.0038 - val_loss: 4.9180
Epoch 2/100
1/182 [..............................] - ETA: 0s - loss: 0.5417
43/182 [======>.......................] - ETA: 0s - loss: 0.5675
88/182 [=============>................] - ETA: 0s - loss: 0.5818
135/182 [=====================>........] - ETA: 0s - loss: 0.5854
182/182 [==============================] - ETA: 0s - loss: 0.5842
182/182 [==============================] - 0s 2ms/step - loss: 0.5842 - val_loss: 1.2298
Epoch 3/100
1/182 [..............................] - ETA: 0s - loss: 0.3313
47/182 [======>.......................] - ETA: 0s - loss: 0.5612
91/182 [==============>...............] - ETA: 0s - loss: 0.5465
132/182 [====================>.........] - ETA: 0s - loss: 0.5385
179/182 [============================>.] - ETA: 0s - loss: 0.5279
182/182 [==============================] - 0s 2ms/step - loss: 0.5269 - val_loss: 0.4923
Epoch 4/100
1/182 [..............................] - ETA: 0s - loss: 0.3726
45/182 [======>.......................] - ETA: 0s - loss: 0.4497
95/182 [==============>...............] - ETA: 0s - loss: 0.4374
144/182 [======================>.......] - ETA: 0s - loss: 0.4347
182/182 [==============================] - 0s 2ms/step - loss: 0.4366 - val_loss: 0.4078
Epoch 5/100
1/182 [..............................] - ETA: 0s - loss: 0.2607
48/182 [======>.......................] - ETA: 0s - loss: 0.3733
94/182 [==============>...............] - ETA: 0s - loss: 0.3933
142/182 [======================>.......] - ETA: 0s - loss: 0.4019
182/182 [==============================] - 0s 2ms/step - loss: 0.4054 - val_loss: 0.3883
Epoch 6/100
1/182 [..............................] - ETA: 0s - loss: 0.3829
50/182 [=======>......................] - ETA: 0s - loss: 0.4277
97/182 [==============>...............] - ETA: 0s - loss: 0.4156
143/182 [======================>.......] - ETA: 0s - loss: 0.4165
182/182 [==============================] - 0s 2ms/step - loss: 0.4134 - val_loss: 0.3800
Epoch 7/100
1/182 [..............................] - ETA: 0s - loss: 0.2482
48/182 [======>.......................] - ETA: 0s - loss: 0.3353
96/182 [==============>...............] - ETA: 0s - loss: 0.3509
145/182 [======================>.......] - ETA: 0s - loss: 0.3593
182/182 [==============================] - 0s 2ms/step - loss: 0.3649 - val_loss: 0.3683
Epoch 8/100
1/182 [..............................] - ETA: 0s - loss: 0.1629
40/182 [=====>........................] - ETA: 0s - loss: 0.3619
90/182 [=============>................] - ETA: 0s - loss: 0.3677
131/182 [====================>.........] - ETA: 0s - loss: 0.3706
180/182 [============================>.] - ETA: 0s - loss: 0.3734
182/182 [==============================] - 0s 2ms/step - loss: 0.3736 - val_loss: 0.3708
Epoch 9/100
1/182 [..............................] - ETA: 0s - loss: 0.4520
49/182 [=======>......................] - ETA: 0s - loss: 0.4102
92/182 [==============>...............] - ETA: 0s - loss: 0.3942
140/182 [======================>.......] - ETA: 0s - loss: 0.3853
182/182 [==============================] - 0s 2ms/step - loss: 0.3823 - val_loss: 0.4032
Epoch 10/100
1/182 [..............................] - ETA: 0s - loss: 0.4837
47/182 [======>.......................] - ETA: 0s - loss: 0.3612
88/182 [=============>................] - ETA: 0s - loss: 0.3653
132/182 [====================>.........] - ETA: 0s - loss: 0.3678
181/182 [============================>.] - ETA: 0s - loss: 0.3673
182/182 [==============================] - 0s 2ms/step - loss: 0.3673 - val_loss: 0.4432
Epoch 11/100
1/182 [..............................] - ETA: 0s - loss: 0.3584
47/182 [======>.......................] - ETA: 0s - loss: 0.3560
95/182 [==============>...............] - ETA: 0s - loss: 0.3587
138/182 [=====================>........] - ETA: 0s - loss: 0.3606
182/182 [==============================] - 0s 2ms/step - loss: 0.3626 - val_loss: 0.5003
Epoch 12/100
1/182 [..............................] - ETA: 0s - loss: 0.4126
50/182 [=======>......................] - ETA: 0s - loss: 0.3695
103/182 [===============>..............] - ETA: 0s - loss: 0.3652
151/182 [=======================>......] - ETA: 0s - loss: 0.3652
182/182 [==============================] - 0s 2ms/step - loss: 0.3646 - val_loss: 0.5423
Epoch 13/100
1/182 [..............................] - ETA: 0s - loss: 0.4048
48/182 [======>.......................] - ETA: 0s - loss: 0.3692
95/182 [==============>...............] - ETA: 0s - loss: 0.3586
142/182 [======================>.......] - ETA: 0s - loss: 0.3571
182/182 [==============================] - 0s 2ms/step - loss: 0.3569 - val_loss: 0.6456
Epoch 14/100
1/182 [..............................] - ETA: 0s - loss: 0.3652
48/182 [======>.......................] - ETA: 0s - loss: 0.3513
95/182 [==============>...............] - ETA: 0s - loss: 0.3568
143/182 [======================>.......] - ETA: 0s - loss: 0.3598
182/182 [==============================] - 0s 2ms/step - loss: 0.3587 - val_loss: 0.6819
Epoch 15/100
1/182 [..............................] - ETA: 0s - loss: 0.5626
54/182 [=======>......................] - ETA: 0s - loss: 0.3662
104/182 [================>.............] - ETA: 0s - loss: 0.3584
155/182 [========================>.....] - ETA: 0s - loss: 0.3518
182/182 [==============================] - 0s 2ms/step - loss: 0.3516 - val_loss: 0.7411
Epoch 16/100
1/182 [..............................] - ETA: 0s - loss: 0.2103
51/182 [=======>......................] - ETA: 0s - loss: 0.2864
102/182 [===============>..............] - ETA: 0s - loss: 0.3134
151/182 [=======================>......] - ETA: 0s - loss: 0.3247
182/182 [==============================] - 0s 2ms/step - loss: 0.3290 - val_loss: 0.9665
Epoch 17/100
1/182 [..............................] - ETA: 0s - loss: 0.1786
51/182 [=======>......................] - ETA: 0s - loss: 0.2916
100/182 [===============>..............] - ETA: 0s - loss: 0.3157
149/182 [=======================>......] - ETA: 0s - loss: 0.3219
182/182 [==============================] - 0s 2ms/step - loss: 0.3260 - val_loss: 0.9070
1/182 [..............................] - ETA: 2s - loss: 0.6115
64/182 [=========>....................] - ETA: 0s - loss: 0.3406
125/182 [===================>..........] - ETA: 0s - loss: 0.3683
182/182 [==============================] - 0s 813us/step - loss: 0.3694
[CV] END learning_rate=0.005432590230265343, n_hidden=2, n_neurons=94; total time= 6.3s
Epoch 1/100
1/182 [..............................] - ETA: 51s - loss: 5.5882
52/182 [=======>......................] - ETA: 0s - loss: 3.4979
104/182 [================>.............] - ETA: 0s - loss: 2.6317
155/182 [========================>.....] - ETA: 0s - loss: 2.2028
182/182 [==============================] - 1s 2ms/step - loss: 2.0545 - val_loss: 9.0759
Epoch 2/100
1/182 [..............................] - ETA: 0s - loss: 0.5606
53/182 [=======>......................] - ETA: 0s - loss: 0.6177
105/182 [================>.............] - ETA: 0s - loss: 0.6130
157/182 [========================>.....] - ETA: 0s - loss: 0.6002
182/182 [==============================] - 0s 2ms/step - loss: 0.6021 - val_loss: 4.1684
Epoch 3/100
1/182 [..............................] - ETA: 0s - loss: 0.7062
53/182 [=======>......................] - ETA: 0s - loss: 0.5171
105/182 [================>.............] - ETA: 0s - loss: 0.5092
157/182 [========================>.....] - ETA: 0s - loss: 0.5158
182/182 [==============================] - 0s 2ms/step - loss: 0.5182 - val_loss: 0.5317
Epoch 4/100
1/182 [..............................] - ETA: 0s - loss: 0.5609
45/182 [======>.......................] - ETA: 0s - loss: 0.4596
95/182 [==============>...............] - ETA: 0s - loss: 0.4679
147/182 [=======================>......] - ETA: 0s - loss: 0.4666
182/182 [==============================] - 0s 2ms/step - loss: 0.4637 - val_loss: 0.4083
Epoch 5/100
1/182 [..............................] - ETA: 0s - loss: 0.3641
51/182 [=======>......................] - ETA: 0s - loss: 0.4316
102/182 [===============>..............] - ETA: 0s - loss: 0.4286
154/182 [========================>.....] - ETA: 0s - loss: 0.4276
182/182 [==============================] - 0s 2ms/step - loss: 0.4269 - val_loss: 0.4278
Epoch 6/100
1/182 [..............................] - ETA: 0s - loss: 0.4318
52/182 [=======>......................] - ETA: 0s - loss: 0.3814
104/182 [================>.............] - ETA: 0s - loss: 0.3992
157/182 [========================>.....] - ETA: 0s - loss: 0.4019
182/182 [==============================] - 0s 2ms/step - loss: 0.4026 - val_loss: 0.4304
Epoch 7/100
1/182 [..............................] - ETA: 0s - loss: 0.6277
55/182 [========>.....................] - ETA: 0s - loss: 0.4158
105/182 [================>.............] - ETA: 0s - loss: 0.4022
150/182 [=======================>......] - ETA: 0s - loss: 0.3977
182/182 [==============================] - 0s 2ms/step - loss: 0.3968 - val_loss: 0.4082
Epoch 8/100
1/182 [..............................] - ETA: 0s - loss: 0.6044
59/182 [========>.....................] - ETA: 0s - loss: 0.4053
106/182 [================>.............] - ETA: 0s - loss: 0.3922
159/182 [=========================>....] - ETA: 0s - loss: 0.3909
182/182 [==============================] - 0s 2ms/step - loss: 0.3903 - val_loss: 0.3989
Epoch 9/100
1/182 [..............................] - ETA: 0s - loss: 0.2485
48/182 [======>.......................] - ETA: 0s - loss: 0.3352
97/182 [==============>...............] - ETA: 0s - loss: 0.3450
142/182 [======================>.......] - ETA: 0s - loss: 0.3532
182/182 [==============================] - 0s 2ms/step - loss: 0.3600 - val_loss: 0.4257
Epoch 10/100
1/182 [..............................] - ETA: 0s - loss: 0.6036
50/182 [=======>......................] - ETA: 0s - loss: 0.4438
100/182 [===============>..............] - ETA: 0s - loss: 0.4107
149/182 [=======================>......] - ETA: 0s - loss: 0.3960
182/182 [==============================] - 0s 2ms/step - loss: 0.3914 - val_loss: 0.4334
Epoch 11/100
1/182 [..............................] - ETA: 0s - loss: 0.2996
49/182 [=======>......................] - ETA: 0s - loss: 0.3561
98/182 [===============>..............] - ETA: 0s - loss: 0.3653
147/182 [=======================>......] - ETA: 0s - loss: 0.3678
182/182 [==============================] - 0s 2ms/step - loss: 0.3686 - val_loss: 0.3963
Epoch 12/100
1/182 [..............................] - ETA: 0s - loss: 0.3032
50/182 [=======>......................] - ETA: 0s - loss: 0.3631
100/182 [===============>..............] - ETA: 0s - loss: 0.3703
150/182 [=======================>......] - ETA: 0s - loss: 0.3686
182/182 [==============================] - 0s 2ms/step - loss: 0.3675 - val_loss: 0.4297
Epoch 13/100
1/182 [..............................] - ETA: 0s - loss: 0.4285
51/182 [=======>......................] - ETA: 0s - loss: 0.3807
103/182 [===============>..............] - ETA: 0s - loss: 0.3776
136/182 [=====================>........] - ETA: 0s - loss: 0.3748
148/182 [=======================>......] - ETA: 0s - loss: 0.3738
182/182 [==============================] - 0s 2ms/step - loss: 0.3718 - val_loss: 0.3724
Epoch 14/100
1/182 [..............................] - ETA: 0s - loss: 0.5117
45/182 [======>.......................] - ETA: 0s - loss: 0.3136
97/182 [==============>...............] - ETA: 0s - loss: 0.3274
147/182 [=======================>......] - ETA: 0s - loss: 0.3357
182/182 [==============================] - 0s 2ms/step - loss: 0.3388 - val_loss: 0.3902
Epoch 15/100
1/182 [..............................] - ETA: 0s - loss: 0.2045
49/182 [=======>......................] - ETA: 0s - loss: 0.3377
98/182 [===============>..............] - ETA: 0s - loss: 0.3525
108/182 [================>.............] - ETA: 0s - loss: 0.3528
124/182 [===================>..........] - ETA: 0s - loss: 0.3536
139/182 [=====================>........] - ETA: 0s - loss: 0.3548
167/182 [==========================>...] - ETA: 0s - loss: 0.3560
182/182 [==============================] - 1s 4ms/step - loss: 0.3558 - val_loss: 0.3604
Epoch 16/100
1/182 [..............................] - ETA: 0s - loss: 0.2100
41/182 [=====>........................] - ETA: 0s - loss: 0.3638
84/182 [============>.................] - ETA: 0s - loss: 0.3722
132/182 [====================>.........] - ETA: 0s - loss: 0.3614
165/182 [==========================>...] - ETA: 0s - loss: 0.3590
182/182 [==============================] - 0s 2ms/step - loss: 0.3581 - val_loss: 0.3605
Epoch 17/100
1/182 [..............................] - ETA: 0s - loss: 0.5503
52/182 [=======>......................] - ETA: 0s - loss: 0.3806
103/182 [===============>..............] - ETA: 0s - loss: 0.3536
150/182 [=======================>......] - ETA: 0s - loss: 0.3484
182/182 [==============================] - 1s 3ms/step - loss: 0.3479 - val_loss: 0.3789
Epoch 18/100
1/182 [..............................] - ETA: 0s - loss: 0.3904
25/182 [===>..........................] - ETA: 0s - loss: 0.3476
47/182 [======>.......................] - ETA: 0s - loss: 0.3414
71/182 [==========>...................] - ETA: 0s - loss: 0.3436
101/182 [===============>..............] - ETA: 0s - loss: 0.3452
130/182 [====================>.........] - ETA: 0s - loss: 0.3479
162/182 [=========================>....] - ETA: 0s - loss: 0.3482
182/182 [==============================] - 1s 3ms/step - loss: 0.3477 - val_loss: 0.3301
Epoch 19/100
1/182 [..............................] - ETA: 0s - loss: 0.3111
56/182 [========>.....................] - ETA: 0s - loss: 0.3728
104/182 [================>.............] - ETA: 0s - loss: 0.3673
151/182 [=======================>......] - ETA: 0s - loss: 0.3627
182/182 [==============================] - 0s 2ms/step - loss: 0.3596 - val_loss: 0.3941
Epoch 20/100
1/182 [..............................] - ETA: 0s - loss: 0.3168
50/182 [=======>......................] - ETA: 0s - loss: 0.3596
61/182 [=========>....................] - ETA: 0s - loss: 0.3603
109/182 [================>.............] - ETA: 0s - loss: 0.3550
161/182 [=========================>....] - ETA: 0s - loss: 0.3513
182/182 [==============================] - 1s 3ms/step - loss: 0.3502 - val_loss: 0.3429
Epoch 21/100
1/182 [..............................] - ETA: 0s - loss: 0.3913
34/182 [====>.........................] - ETA: 0s - loss: 0.3399
69/182 [==========>...................] - ETA: 0s - loss: 0.3362
102/182 [===============>..............] - ETA: 0s - loss: 0.3327
140/182 [======================>.......] - ETA: 0s - loss: 0.3327
176/182 [============================>.] - ETA: 0s - loss: 0.3331
182/182 [==============================] - 0s 2ms/step - loss: 0.3332 - val_loss: 0.3705
Epoch 22/100
1/182 [..............................] - ETA: 0s - loss: 0.4090
34/182 [====>.........................] - ETA: 0s - loss: 0.3618
72/182 [==========>...................] - ETA: 0s - loss: 0.3509
111/182 [=================>............] - ETA: 0s - loss: 0.3470
152/182 [========================>.....] - ETA: 0s - loss: 0.3452
182/182 [==============================] - 0s 2ms/step - loss: 0.3441 - val_loss: 0.3705
Epoch 23/100
1/182 [..............................] - ETA: 0s - loss: 0.1856
36/182 [====>.........................] - ETA: 0s - loss: 0.3030
62/182 [=========>....................] - ETA: 0s - loss: 0.3126
100/182 [===============>..............] - ETA: 0s - loss: 0.3188
136/182 [=====================>........] - ETA: 0s - loss: 0.3228
172/182 [===========================>..] - ETA: 0s - loss: 0.3250
182/182 [==============================] - 0s 2ms/step - loss: 0.3255 - val_loss: 0.3249
Epoch 24/100
1/182 [..............................] - ETA: 0s - loss: 0.2640
39/182 [=====>........................] - ETA: 0s - loss: 0.3098
73/182 [===========>..................] - ETA: 0s - loss: 0.3150
116/182 [==================>...........] - ETA: 0s - loss: 0.3184
156/182 [========================>.....] - ETA: 0s - loss: 0.3208
182/182 [==============================] - 0s 2ms/step - loss: 0.3223 - val_loss: 0.3822
Epoch 25/100
1/182 [..............................] - ETA: 0s - loss: 0.1123
34/182 [====>.........................] - ETA: 0s - loss: 0.2737
79/182 [============>.................] - ETA: 0s - loss: 0.2844
107/182 [================>.............] - ETA: 9:42 - loss: 0.2927
144/182 [======================>.......] - ETA: 3:38 - loss: 0.3001
182/182 [==============================] - 826s 5s/step - loss: 0.3066 - val_loss: 0.3214
Epoch 26/100
1/182 [..............................] - ETA: 0s - loss: 0.4029
17/182 [=>............................] - ETA: 2s - loss: 0.3867
23/182 [==>...........................] - ETA: 3s - loss: 0.3822
35/182 [====>.........................] - ETA: 2s - loss: 0.3695
49/182 [=======>......................] - ETA: 1s - loss: 0.3600
52/182 [=======>......................] - ETA: 1s - loss: 0.3581
80/182 [============>.................] - ETA: 0s - loss: 0.3504
109/182 [================>.............] - ETA: 0s - loss: 0.3453
125/182 [===================>..........] - ETA: 0s - loss: 0.3431
157/182 [========================>.....] - ETA: 0s - loss: 0.3404
182/182 [==============================] - 1s 8ms/step - loss: 0.3387 - val_loss: 0.3885
Epoch 27/100
1/182 [..............................] - ETA: 0s - loss: 0.8770
39/182 [=====>........................] - ETA: 0s - loss: 0.3435
72/182 [==========>...................] - ETA: 0s - loss: 0.3333
80/182 [============>.................] - ETA: 0s - loss: 0.3316
109/182 [================>.............] - ETA: 0s - loss: 0.3277
132/182 [====================>.........] - ETA: 0s - loss: 0.3257
158/182 [=========================>....] - ETA: 0s - loss: 0.3244
178/182 [============================>.] - ETA: 0s - loss: 0.3238
182/182 [==============================] - 1s 7ms/step - loss: 0.3239 - val_loss: 0.3373
Epoch 28/100
1/182 [..............................] - ETA: 1s - loss: 0.3414
19/182 [==>...........................] - ETA: 0s - loss: 0.3665
41/182 [=====>........................] - ETA: 0s - loss: 0.3658
70/182 [==========>...................] - ETA: 0s - loss: 0.3612
96/182 [==============>...............] - ETA: 0s - loss: 0.3554
127/182 [===================>..........] - ETA: 0s - loss: 0.3502
138/182 [=====================>........] - ETA: 0s - loss: 0.3484
143/182 [======================>.......] - ETA: 0s - loss: 0.3477
149/182 [=======================>......] - ETA: 0s - loss: 0.3468
161/182 [=========================>....] - ETA: 0s - loss: 0.3453
182/182 [==============================] - 1s 5ms/step - loss: 0.3427 - val_loss: 0.3248
Epoch 29/100
1/182 [..............................] - ETA: 1s - loss: 0.2942
8/182 [>.............................] - ETA: 1s - loss: 0.3031
20/182 [==>...........................] - ETA: 0s - loss: 0.3154
31/182 [====>.........................] - ETA: 0s - loss: 0.3129
49/182 [=======>......................] - ETA: 0s - loss: 0.3090
68/182 [==========>...................] - ETA: 0s - loss: 0.3077
90/182 [=============>................] - ETA: 0s - loss: 0.3092
106/182 [================>.............] - ETA: 0s - loss: 0.3102
117/182 [==================>...........] - ETA: 0s - loss: 0.3107
130/182 [====================>.........] - ETA: 0s - loss: 0.3117
151/182 [=======================>......] - ETA: 0s - loss: 0.3130
182/182 [==============================] - 1s 4ms/step - loss: 0.3147 - val_loss: 0.3272
Epoch 30/100
1/182 [..............................] - ETA: 0s - loss: 0.2682
44/182 [======>.......................] - ETA: 0s - loss: 0.2879
93/182 [==============>...............] - ETA: 0s - loss: 0.3112
136/182 [=====================>........] - ETA: 0s - loss: 0.3186
182/182 [==============================] - 0s 2ms/step - loss: 0.3198 - val_loss: 0.3179
Epoch 31/100
1/182 [..............................] - ETA: 0s - loss: 0.2523
50/182 [=======>......................] - ETA: 0s - loss: 0.2959
101/182 [===============>..............] - ETA: 0s - loss: 0.3132
147/182 [=======================>......] - ETA: 0s - loss: 0.3159
182/182 [==============================] - 0s 2ms/step - loss: 0.3161 - val_loss: 0.3366
Epoch 32/100
1/182 [..............................] - ETA: 0s - loss: 0.4251
46/182 [======>.......................] - ETA: 0s - loss: 0.2924
87/182 [=============>................] - ETA: 0s - loss: 0.3025
141/182 [======================>.......] - ETA: 0s - loss: 0.3089
182/182 [==============================] - 0s 2ms/step - loss: 0.3111 - val_loss: 0.3572
Epoch 33/100
1/182 [..............................] - ETA: 0s - loss: 0.3572
56/182 [========>.....................] - ETA: 0s - loss: 0.3057
108/182 [================>.............] - ETA: 0s - loss: 0.3070
131/182 [====================>.........] - ETA: 0s - loss: 0.3072
182/182 [==============================] - 0s 2ms/step - loss: 0.3077 - val_loss: 0.3285
Epoch 34/100
1/182 [..............................] - ETA: 0s - loss: 0.1725
52/182 [=======>......................] - ETA: 0s - loss: 0.2828
87/182 [=============>................] - ETA: 0s - loss: 0.2944
94/182 [==============>...............] - ETA: 0s - loss: 0.2964
110/182 [=================>............] - ETA: 0s - loss: 0.3010
130/182 [====================>.........] - ETA: 0s - loss: 0.3053
161/182 [=========================>....] - ETA: 0s - loss: 0.3083
182/182 [==============================] - 1s 4ms/step - loss: 0.3093 - val_loss: 0.3804
Epoch 35/100
1/182 [..............................] - ETA: 0s - loss: 0.3075
17/182 [=>............................] - ETA: 0s - loss: 0.3314
35/182 [====>.........................] - ETA: 0s - loss: 0.3278
54/182 [=======>......................] - ETA: 0s - loss: 0.3236
80/182 [============>.................] - ETA: 0s - loss: 0.3229
113/182 [=================>............] - ETA: 0s - loss: 0.3226
137/182 [=====================>........] - ETA: 0s - loss: 0.3225
141/182 [======================>.......] - ETA: 0s - loss: 0.3224
164/182 [==========================>...] - ETA: 0s - loss: 0.3214
182/182 [==============================] - 1s 4ms/step - loss: 0.3209 - val_loss: 0.3895
Epoch 36/100
1/182 [..............................] - ETA: 0s - loss: 0.3350
25/182 [===>..........................] - ETA: 0s - loss: 0.3359
46/182 [======>.......................] - ETA: 0s - loss: 0.3348
64/182 [=========>....................] - ETA: 0s - loss: 0.3379
76/182 [===========>..................] - ETA: 0s - loss: 0.3377
94/182 [==============>...............] - ETA: 0s - loss: 0.3376
117/182 [==================>...........] - ETA: 0s - loss: 0.3353
139/182 [=====================>........] - ETA: 0s - loss: 0.3334
164/182 [==========================>...] - ETA: 0s - loss: 0.3311
182/182 [==============================] - 1s 4ms/step - loss: 0.3294 - val_loss: 0.4324
Epoch 37/100
1/182 [..............................] - ETA: 0s - loss: 0.2596
27/182 [===>..........................] - ETA: 0s - loss: 0.3717
52/182 [=======>......................] - ETA: 0s - loss: 0.3392
62/182 [=========>....................] - ETA: 0s - loss: 0.3315
72/182 [==========>...................] - ETA: 0s - loss: 0.3271
97/182 [==============>...............] - ETA: 0s - loss: 0.3204
123/182 [===================>..........] - ETA: 0s - loss: 0.3163
153/182 [========================>.....] - ETA: 0s - loss: 0.3145
182/182 [==============================] - ETA: 0s - loss: 0.3133
182/182 [==============================] - 1s 4ms/step - loss: 0.3133 - val_loss: 0.3281
Epoch 38/100
1/182 [..............................] - ETA: 0s - loss: 0.3954
29/182 [===>..........................] - ETA: 0s - loss: 0.3316
44/182 [======>.......................] - ETA: 0s - loss: 0.3259
79/182 [============>.................] - ETA: 0s - loss: 0.3187
112/182 [=================>............] - ETA: 0s - loss: 0.3182
145/182 [======================>.......] - ETA: 0s - loss: 0.3171
167/182 [==========================>...] - ETA: 0s - loss: 0.3159
182/182 [==============================] - 1s 3ms/step - loss: 0.3153 - val_loss: 0.3517
Epoch 39/100
1/182 [..............................] - ETA: 0s - loss: 0.1911
39/182 [=====>........................] - ETA: 0s - loss: 0.3189
82/182 [============>.................] - ETA: 0s - loss: 0.3182
129/182 [====================>.........] - ETA: 0s - loss: 0.3199
178/182 [============================>.] - ETA: 0s - loss: 0.3183
182/182 [==============================] - 0s 2ms/step - loss: 0.3181 - val_loss: 0.3100
Epoch 40/100
1/182 [..............................] - ETA: 0s - loss: 0.2137
34/182 [====>.........................] - ETA: 0s - loss: 0.2823
67/182 [==========>...................] - ETA: 0s - loss: 0.3040
98/182 [===============>..............] - ETA: 0s - loss: 0.3106
129/182 [====================>.........] - ETA: 0s - loss: 0.3132
162/182 [=========================>....] - ETA: 0s - loss: 0.3129
182/182 [==============================] - 0s 3ms/step - loss: 0.3124 - val_loss: 0.3104
Epoch 41/100
1/182 [..............................] - ETA: 0s - loss: 0.4002
39/182 [=====>........................] - ETA: 0s - loss: 0.3241
75/182 [===========>..................] - ETA: 0s - loss: 0.3271
109/182 [================>.............] - ETA: 0s - loss: 0.3219
146/182 [=======================>......] - ETA: 0s - loss: 0.3182
182/182 [==============================] - 0s 2ms/step - loss: 0.3160 - val_loss: 0.3763
Epoch 42/100
1/182 [..............................] - ETA: 1s - loss: 0.1757
32/182 [====>.........................] - ETA: 0s - loss: 0.2777
65/182 [=========>....................] - ETA: 0s - loss: 0.2996
97/182 [==============>...............] - ETA: 0s - loss: 0.3035
134/182 [=====================>........] - ETA: 0s - loss: 0.3062
172/182 [===========================>..] - ETA: 0s - loss: 0.3077
182/182 [==============================] - 0s 3ms/step - loss: 0.3079 - val_loss: 0.4224
Epoch 43/100
1/182 [..............................] - ETA: 0s - loss: 0.2290
27/182 [===>..........................] - ETA: 0s - loss: 0.3368
56/182 [========>.....................] - ETA: 0s - loss: 0.3355
88/182 [=============>................] - ETA: 0s - loss: 0.3340
122/182 [===================>..........] - ETA: 0s - loss: 0.3296
159/182 [=========================>....] - ETA: 0s - loss: 0.3268
182/182 [==============================] - 0s 3ms/step - loss: 0.3244 - val_loss: 0.4605
Epoch 44/100
1/182 [..............................] - ETA: 0s - loss: 0.1143
37/182 [=====>........................] - ETA: 0s - loss: 0.3024
61/182 [=========>....................] - ETA: 0s - loss: 0.3044
80/182 [============>.................] - ETA: 0s - loss: 0.3046
101/182 [===============>..............] - ETA: 0s - loss: 0.3055
142/182 [======================>.......] - ETA: 0s - loss: 0.3050
180/182 [============================>.] - ETA: 0s - loss: 0.3052
182/182 [==============================] - 1s 3ms/step - loss: 0.3053 - val_loss: 0.3256
Epoch 45/100
1/182 [..............................] - ETA: 1s - loss: 0.1013
22/182 [==>...........................] - ETA: 0s - loss: 0.2700
40/182 [=====>........................] - ETA: 0s - loss: 0.2918
60/182 [========>.....................] - ETA: 0s - loss: 0.3016
68/182 [==========>...................] - ETA: 0s - loss: 0.3039
82/182 [============>.................] - ETA: 0s - loss: 0.3059
98/182 [===============>..............] - ETA: 0s - loss: 0.3068
124/182 [===================>..........] - ETA: 0s - loss: 0.3073
144/182 [======================>.......] - ETA: 0s - loss: 0.3074
152/182 [========================>.....] - ETA: 0s - loss: 0.3071
158/182 [=========================>....] - ETA: 0s - loss: 0.3068
166/182 [==========================>...] - ETA: 0s - loss: 0.3063
182/182 [==============================] - 1s 4ms/step - loss: 0.3058 - val_loss: 0.3222
Epoch 46/100
1/182 [..............................] - ETA: 0s - loss: 0.4199
37/182 [=====>........................] - ETA: 0s - loss: 0.3438
72/182 [==========>...................] - ETA: 0s - loss: 0.3183
104/182 [================>.............] - ETA: 0s - loss: 0.3103
136/182 [=====================>........] - ETA: 0s - loss: 0.3062
163/182 [=========================>....] - ETA: 0s - loss: 0.3058
171/182 [===========================>..] - ETA: 0s - loss: 0.3057
182/182 [==============================] - ETA: 0s - loss: 0.3055
182/182 [==============================] - 1s 3ms/step - loss: 0.3055 - val_loss: 0.3018
Epoch 47/100
1/182 [..............................] - ETA: 1s - loss: 0.2690
8/182 [>.............................] - ETA: 1s - loss: 0.2076
20/182 [==>...........................] - ETA: 1s - loss: 0.2305
32/182 [====>.........................] - ETA: 0s - loss: 0.2463
54/182 [=======>......................] - ETA: 0s - loss: 0.2623
90/182 [=============>................] - ETA: 0s - loss: 0.2733
127/182 [===================>..........] - ETA: 0s - loss: 0.2813
163/182 [=========================>....] - ETA: 0s - loss: 0.2868
182/182 [==============================] - 1s 3ms/step - loss: 0.2887 - val_loss: 0.3164
Epoch 48/100
1/182 [..............................] - ETA: 0s - loss: 0.1854
46/182 [======>.......................] - ETA: 0s - loss: 0.2793
88/182 [=============>................] - ETA: 0s - loss: 0.2908
137/182 [=====================>........] - ETA: 0s - loss: 0.2926
182/182 [==============================] - ETA: 0s - loss: 0.2939
182/182 [==============================] - 0s 3ms/step - loss: 0.2939 - val_loss: 0.3471
Epoch 49/100
1/182 [..............................] - ETA: 0s - loss: 0.3791
26/182 [===>..........................] - ETA: 0s - loss: 0.4051
53/182 [=======>......................] - ETA: 0s - loss: 0.3931
82/182 [============>.................] - ETA: 0s - loss: 0.3792
118/182 [==================>...........] - ETA: 0s - loss: 0.3632
155/182 [========================>.....] - ETA: 0s - loss: 0.3513
182/182 [==============================] - 1s 3ms/step - loss: 0.3450 - val_loss: 0.3076
Epoch 50/100
1/182 [..............................] - ETA: 0s - loss: 0.6794
38/182 [=====>........................] - ETA: 0s - loss: 0.3102
76/182 [===========>..................] - ETA: 0s - loss: 0.3041
104/182 [================>.............] - ETA: 0s - loss: 0.3050
130/182 [====================>.........] - ETA: 0s - loss: 0.3043
155/182 [========================>.....] - ETA: 0s - loss: 0.3039
182/182 [==============================] - 0s 2ms/step - loss: 0.3037 - val_loss: 0.4090
Epoch 51/100
1/182 [..............................] - ETA: 0s - loss: 0.5395
40/182 [=====>........................] - ETA: 0s - loss: 0.3486
73/182 [===========>..................] - ETA: 0s - loss: 0.3379
119/182 [==================>...........] - ETA: 0s - loss: 0.3264
166/182 [==========================>...] - ETA: 0s - loss: 0.3211
182/182 [==============================] - 0s 2ms/step - loss: 0.3193 - val_loss: 0.3086
Epoch 52/100
1/182 [..............................] - ETA: 0s - loss: 0.3489
33/182 [====>.........................] - ETA: 0s - loss: 0.3281
73/182 [===========>..................] - ETA: 0s - loss: 0.3090
105/182 [================>.............] - ETA: 0s - loss: 0.3036
145/182 [======================>.......] - ETA: 0s - loss: 0.3006
182/182 [==============================] - 0s 2ms/step - loss: 0.2999 - val_loss: 0.3022
Epoch 53/100
1/182 [..............................] - ETA: 0s - loss: 0.1852
45/182 [======>.......................] - ETA: 0s - loss: 0.2868
88/182 [=============>................] - ETA: 0s - loss: 0.2902
132/182 [====================>.........] - ETA: 0s - loss: 0.2895
172/182 [===========================>..] - ETA: 0s - loss: 0.2907
182/182 [==============================] - 0s 2ms/step - loss: 0.2909 - val_loss: 0.3138
Epoch 54/100
1/182 [..............................] - ETA: 0s - loss: 0.2470
38/182 [=====>........................] - ETA: 0s - loss: 0.2502
86/182 [=============>................] - ETA: 0s - loss: 0.2701
134/182 [=====================>........] - ETA: 0s - loss: 0.2784
182/182 [==============================] - 0s 2ms/step - loss: 0.2821 - val_loss: 0.3218
Epoch 55/100
1/182 [..............................] - ETA: 0s - loss: 0.2282
49/182 [=======>......................] - ETA: 0s - loss: 0.2550
98/182 [===============>..............] - ETA: 0s - loss: 0.2705
129/182 [====================>.........] - ETA: 0s - loss: 0.2746
158/182 [=========================>....] - ETA: 0s - loss: 0.2783
182/182 [==============================] - 0s 2ms/step - loss: 0.2806 - val_loss: 0.3096
Epoch 56/100
1/182 [..............................] - ETA: 0s - loss: 0.4861
55/182 [========>.....................] - ETA: 0s - loss: 0.3025
107/182 [================>.............] - ETA: 0s - loss: 0.2877
150/182 [=======================>......] - ETA: 0s - loss: 0.2877
182/182 [==============================] - 0s 2ms/step - loss: 0.2889 - val_loss: 0.4200
1/182 [..............................] - ETA: 3s - loss: 0.3495
72/182 [==========>...................] - ETA: 0s - loss: 0.3135
142/182 [======================>.......] - ETA: 0s - loss: 0.3093
182/182 [==============================] - 0s 711us/step - loss: 0.3175
[CV] END learning_rate=0.005432590230265343, n_hidden=2, n_neurons=94; total time=14.2min
Epoch 1/100
1/182 [..............................] - ETA: 43s - loss: 6.0032
45/182 [======>.......................] - ETA: 0s - loss: 5.2795
105/182 [================>.............] - ETA: 0s - loss: 4.9885
165/182 [==========================>...] - ETA: 0s - loss: 4.7219
178/182 [============================>.] - ETA: 0s - loss: 4.6679
182/182 [==============================] - 1s 4ms/step - loss: 4.6473 - val_loss: 8.9037
Epoch 2/100
1/182 [..............................] - ETA: 0s - loss: 2.7849
44/182 [======>.......................] - ETA: 0s - loss: 2.5657
67/182 [==========>...................] - ETA: 0s - loss: 2.5545
86/182 [=============>................] - ETA: 0s - loss: 2.5452
107/182 [================>.............] - ETA: 0s - loss: 2.5295
129/182 [====================>.........] - ETA: 0s - loss: 2.5069
157/182 [========================>.....] - ETA: 0s - loss: 2.4696
182/182 [==============================] - 1s 3ms/step - loss: 2.4325 - val_loss: 9.6084
Epoch 3/100
1/182 [..............................] - ETA: 0s - loss: 1.1998
26/182 [===>..........................] - ETA: 0s - loss: 1.6084
55/182 [========>.....................] - ETA: 0s - loss: 1.6429
66/182 [=========>....................] - ETA: 0s - loss: 1.6414
91/182 [==============>...............] - ETA: 0s - loss: 1.6328
119/182 [==================>...........] - ETA: 0s - loss: 1.6197
159/182 [=========================>....] - ETA: 0s - loss: 1.5940
182/182 [==============================] - 1s 3ms/step - loss: 1.5766 - val_loss: 9.8615
Epoch 4/100
1/182 [..............................] - ETA: 0s - loss: 1.1348
39/182 [=====>........................] - ETA: 0s - loss: 1.1893
82/182 [============>.................] - ETA: 0s - loss: 1.1940
95/182 [==============>...............] - ETA: 0s - loss: 1.1893
140/182 [======================>.......] - ETA: 0s - loss: 1.1749
174/182 [===========================>..] - ETA: 0s - loss: 1.1675
182/182 [==============================] - 0s 2ms/step - loss: 1.1653 - val_loss: 9.6129
Epoch 5/100
1/182 [..............................] - ETA: 0s - loss: 0.8476
45/182 [======>.......................] - ETA: 0s - loss: 0.9097
93/182 [==============>...............] - ETA: 0s - loss: 0.9413
128/182 [====================>.........] - ETA: 0s - loss: 0.9516
181/182 [============================>.] - ETA: 0s - loss: 0.9562
182/182 [==============================] - 0s 2ms/step - loss: 0.9562 - val_loss: 9.0731
Epoch 6/100
1/182 [..............................] - ETA: 0s - loss: 1.3162
66/182 [=========>....................] - ETA: 0s - loss: 0.9199
122/182 [===================>..........] - ETA: 0s - loss: 0.8973
167/182 [==========================>...] - ETA: 0s - loss: 0.8891
182/182 [==============================] - 0s 2ms/step - loss: 0.8870 - val_loss: 8.4034
Epoch 7/100
1/182 [..............................] - ETA: 0s - loss: 0.7202
63/182 [=========>....................] - ETA: 0s - loss: 0.7905
126/182 [===================>..........] - ETA: 0s - loss: 0.7949
171/182 [===========================>..] - ETA: 0s - loss: 0.7967
182/182 [==============================] - 0s 2ms/step - loss: 0.7976 - val_loss: 7.7355
Epoch 8/100
1/182 [..............................] - ETA: 0s - loss: 0.7329
48/182 [======>.......................] - ETA: 0s - loss: 0.7921
103/182 [===============>..............] - ETA: 0s - loss: 0.7881
167/182 [==========================>...] - ETA: 0s - loss: 0.7854
182/182 [==============================] - 0s 2ms/step - loss: 0.7846 - val_loss: 7.0785
Epoch 9/100
1/182 [..............................] - ETA: 0s - loss: 0.5359
64/182 [=========>....................] - ETA: 0s - loss: 0.8061
127/182 [===================>..........] - ETA: 0s - loss: 0.7760
182/182 [==============================] - 0s 1ms/step - loss: 0.7659 - val_loss: 6.4943
Epoch 10/100
1/182 [..............................] - ETA: 0s - loss: 0.7253
64/182 [=========>....................] - ETA: 0s - loss: 0.7250
127/182 [===================>..........] - ETA: 0s - loss: 0.7189
182/182 [==============================] - 0s 2ms/step - loss: 0.7201 - val_loss: 5.9932
Epoch 11/100
1/182 [..............................] - ETA: 0s - loss: 0.6058
65/182 [=========>....................] - ETA: 0s - loss: 0.7190
116/182 [==================>...........] - ETA: 0s - loss: 0.7213
154/182 [========================>.....] - ETA: 0s - loss: 0.7224
182/182 [==============================] - 0s 2ms/step - loss: 0.7218 - val_loss: 5.5339
Epoch 12/100
1/182 [..............................] - ETA: 0s - loss: 1.0726
28/182 [===>..........................] - ETA: 0s - loss: 0.7402
64/182 [=========>....................] - ETA: 0s - loss: 0.6983
126/182 [===================>..........] - ETA: 0s - loss: 0.6972
166/182 [==========================>...] - ETA: 0s - loss: 0.6965
182/182 [==============================] - 0s 2ms/step - loss: 0.6965 - val_loss: 5.1337
Epoch 13/100
1/182 [..............................] - ETA: 0s - loss: 0.6661
52/182 [=======>......................] - ETA: 0s - loss: 0.6969
102/182 [===============>..............] - ETA: 0s - loss: 0.6827
148/182 [=======================>......] - ETA: 0s - loss: 0.6848
182/182 [==============================] - ETA: 0s - loss: 0.6850
182/182 [==============================] - 0s 2ms/step - loss: 0.6850 - val_loss: 4.7592
Epoch 14/100
1/182 [..............................] - ETA: 0s - loss: 0.7021
23/182 [==>...........................] - ETA: 0s - loss: 0.6606
51/182 [=======>......................] - ETA: 0s - loss: 0.6694
103/182 [===============>..............] - ETA: 0s - loss: 0.6830
157/182 [========================>.....] - ETA: 0s - loss: 0.6856
182/182 [==============================] - 0s 3ms/step - loss: 0.6842 - val_loss: 4.4191
Epoch 15/100
1/182 [..............................] - ETA: 0s - loss: 0.5868
33/182 [====>.........................] - ETA: 0s - loss: 0.6496
69/182 [==========>...................] - ETA: 0s - loss: 0.6582
90/182 [=============>................] - ETA: 0s - loss: 0.6557
122/182 [===================>..........] - ETA: 0s - loss: 0.6523
181/182 [============================>.] - ETA: 0s - loss: 0.6519
182/182 [==============================] - 0s 2ms/step - loss: 0.6520 - val_loss: 4.1145
Epoch 16/100
1/182 [..............................] - ETA: 0s - loss: 0.4644
62/182 [=========>....................] - ETA: 0s - loss: 0.5922
93/182 [==============>...............] - ETA: 0s - loss: 0.6071
134/182 [=====================>........] - ETA: 0s - loss: 0.6206
172/182 [===========================>..] - ETA: 0s - loss: 0.6287
182/182 [==============================] - 0s 2ms/step - loss: 0.6301 - val_loss: 3.8372
Epoch 17/100
1/182 [..............................] - ETA: 0s - loss: 0.6372
63/182 [=========>....................] - ETA: 0s - loss: 0.5848
127/182 [===================>..........] - ETA: 0s - loss: 0.6066
161/182 [=========================>....] - ETA: 0s - loss: 0.6116
182/182 [==============================] - 0s 2ms/step - loss: 0.6155 - val_loss: 3.5889
Epoch 18/100
1/182 [..............................] - ETA: 0s - loss: 0.3205
43/182 [======>.......................] - ETA: 0s - loss: 0.6486
88/182 [=============>................] - ETA: 0s - loss: 0.6612
117/182 [==================>...........] - ETA: 0s - loss: 0.6574
152/182 [========================>.....] - ETA: 0s - loss: 0.6512
182/182 [==============================] - 0s 2ms/step - loss: 0.6487 - val_loss: 3.3578
Epoch 19/100
1/182 [..............................] - ETA: 0s - loss: 0.4415
50/182 [=======>......................] - ETA: 0s - loss: 0.6341
105/182 [================>.............] - ETA: 0s - loss: 0.6494
164/182 [==========================>...] - ETA: 0s - loss: 0.6458
182/182 [==============================] - 0s 2ms/step - loss: 0.6442 - val_loss: 3.1340
Epoch 20/100
1/182 [..............................] - ETA: 0s - loss: 0.6898
59/182 [========>.....................] - ETA: 0s - loss: 0.6513
89/182 [=============>................] - ETA: 0s - loss: 0.6508
133/182 [====================>.........] - ETA: 0s - loss: 0.6433
182/182 [==============================] - 0s 2ms/step - loss: 0.6378 - val_loss: 2.9351
Epoch 21/100
1/182 [..............................] - ETA: 0s - loss: 0.6873
43/182 [======>.......................] - ETA: 0s - loss: 0.6783
81/182 [============>.................] - ETA: 0s - loss: 0.6465
109/182 [================>.............] - ETA: 0s - loss: 0.6356
137/182 [=====================>........] - ETA: 0s - loss: 0.6302
175/182 [===========================>..] - ETA: 0s - loss: 0.6266
182/182 [==============================] - 0s 2ms/step - loss: 0.6261 - val_loss: 2.7448
Epoch 22/100
1/182 [..............................] - ETA: 0s - loss: 0.6664
39/182 [=====>........................] - ETA: 0s - loss: 0.5840
56/182 [========>.....................] - ETA: 0s - loss: 0.5825
92/182 [==============>...............] - ETA: 0s - loss: 0.5865
147/182 [=======================>......] - ETA: 0s - loss: 0.5895
182/182 [==============================] - 0s 2ms/step - loss: 0.5928 - val_loss: 2.5682
Epoch 23/100
1/182 [..............................] - ETA: 0s - loss: 0.3460
48/182 [======>.......................] - ETA: 0s - loss: 0.6317
97/182 [==============>...............] - ETA: 0s - loss: 0.6151
122/182 [===================>..........] - ETA: 0s - loss: 0.6114
142/182 [======================>.......] - ETA: 0s - loss: 0.6113
182/182 [==============================] - 0s 3ms/step - loss: 0.6096 - val_loss: 2.4192
Epoch 24/100
1/182 [..............................] - ETA: 0s - loss: 0.9146
24/182 [==>...........................] - ETA: 0s - loss: 0.7118
72/182 [==========>...................] - ETA: 0s - loss: 0.6371
113/182 [=================>............] - ETA: 0s - loss: 0.6264
134/182 [=====================>........] - ETA: 0s - loss: 0.6215
141/182 [======================>.......] - ETA: 0s - loss: 0.6201
165/182 [==========================>...] - ETA: 0s - loss: 0.6161
174/182 [===========================>..] - ETA: 0s - loss: 0.6149
182/182 [==============================] - 1s 3ms/step - loss: 0.6139 - val_loss: 2.2700
Epoch 25/100
1/182 [..............................] - ETA: 1s - loss: 0.4559
28/182 [===>..........................] - ETA: 0s - loss: 0.5586
72/182 [==========>...................] - ETA: 0s - loss: 0.5774
118/182 [==================>...........] - ETA: 0s - loss: 0.5846
171/182 [===========================>..] - ETA: 0s - loss: 0.5853
182/182 [==============================] - 0s 2ms/step - loss: 0.5854 - val_loss: 2.1283
Epoch 26/100
1/182 [..............................] - ETA: 0s - loss: 0.2766
27/182 [===>..........................] - ETA: 0s - loss: 0.6110
81/182 [============>.................] - ETA: 0s - loss: 0.6026
141/182 [======================>.......] - ETA: 0s - loss: 0.5932
182/182 [==============================] - 0s 2ms/step - loss: 0.5908 - val_loss: 2.0051
Epoch 27/100
1/182 [..............................] - ETA: 0s - loss: 0.7819
64/182 [=========>....................] - ETA: 0s - loss: 0.6214
124/182 [===================>..........] - ETA: 0s - loss: 0.6071
182/182 [==============================] - ETA: 0s - loss: 0.6001
182/182 [==============================] - 0s 1ms/step - loss: 0.6000 - val_loss: 1.8861
Epoch 28/100
1/182 [..............................] - ETA: 0s - loss: 0.6535
42/182 [=====>........................] - ETA: 0s - loss: 0.6068
68/182 [==========>...................] - ETA: 0s - loss: 0.6041
102/182 [===============>..............] - ETA: 0s - loss: 0.5959
146/182 [=======================>......] - ETA: 0s - loss: 0.5916
182/182 [==============================] - 0s 2ms/step - loss: 0.5876 - val_loss: 1.7692
Epoch 29/100
1/182 [..............................] - ETA: 0s - loss: 0.5963
50/182 [=======>......................] - ETA: 0s - loss: 0.6111
94/182 [==============>...............] - ETA: 0s - loss: 0.5855
130/182 [====================>.........] - ETA: 0s - loss: 0.5789
164/182 [==========================>...] - ETA: 0s - loss: 0.5752
182/182 [==============================] - 0s 2ms/step - loss: 0.5739 - val_loss: 1.6649
Epoch 30/100
1/182 [..............................] - ETA: 0s - loss: 0.4130
57/182 [========>.....................] - ETA: 0s - loss: 0.6191
116/182 [==================>...........] - ETA: 0s - loss: 0.5969
172/182 [===========================>..] - ETA: 0s - loss: 0.5853
182/182 [==============================] - 0s 2ms/step - loss: 0.5837 - val_loss: 1.5730
Epoch 31/100
1/182 [..............................] - ETA: 0s - loss: 0.6128
42/182 [=====>........................] - ETA: 0s - loss: 0.6203
96/182 [==============>...............] - ETA: 0s - loss: 0.5881
149/182 [=======================>......] - ETA: 0s - loss: 0.5805
182/182 [==============================] - 0s 2ms/step - loss: 0.5763 - val_loss: 1.4830
Epoch 32/100
1/182 [..............................] - ETA: 0s - loss: 0.8311
35/182 [====>.........................] - ETA: 0s - loss: 0.5256
65/182 [=========>....................] - ETA: 0s - loss: 0.5450
108/182 [================>.............] - ETA: 0s - loss: 0.5459
146/182 [=======================>......] - ETA: 0s - loss: 0.5450
177/182 [============================>.] - ETA: 0s - loss: 0.5449
182/182 [==============================] - 1s 3ms/step - loss: 0.5449 - val_loss: 1.3966
Epoch 33/100
1/182 [..............................] - ETA: 1s - loss: 0.8193
21/182 [==>...........................] - ETA: 0s - loss: 0.6311
41/182 [=====>........................] - ETA: 0s - loss: 0.5812
57/182 [========>.....................] - ETA: 0s - loss: 0.5644
94/182 [==============>...............] - ETA: 0s - loss: 0.5471
156/182 [========================>.....] - ETA: 0s - loss: 0.5402
182/182 [==============================] - 1s 4ms/step - loss: 0.5400 - val_loss: 1.3162
Epoch 34/100
1/182 [..............................] - ETA: 0s - loss: 0.5834
32/182 [====>.........................] - ETA: 0s - loss: 0.4966
82/182 [============>.................] - ETA: 0s - loss: 0.5112
135/182 [=====================>........] - ETA: 0s - loss: 0.5220
182/182 [==============================] - 0s 2ms/step - loss: 0.5254 - val_loss: 1.2394
Epoch 35/100
1/182 [..............................] - ETA: 0s - loss: 0.7283
66/182 [=========>....................] - ETA: 0s - loss: 0.5699
126/182 [===================>..........] - ETA: 0s - loss: 0.5546
182/182 [==============================] - 0s 1ms/step - loss: 0.5487 - val_loss: 1.1705
Epoch 36/100
1/182 [..............................] - ETA: 0s - loss: 0.6673
63/182 [=========>....................] - ETA: 0s - loss: 0.5007
115/182 [=================>............] - ETA: 0s - loss: 0.5130
181/182 [============================>.] - ETA: 0s - loss: 0.5177
182/182 [==============================] - 0s 2ms/step - loss: 0.5178 - val_loss: 1.1095
Epoch 37/100
1/182 [..............................] - ETA: 0s - loss: 0.8329
60/182 [========>.....................] - ETA: 0s - loss: 0.5408
91/182 [==============>...............] - ETA: 0s - loss: 0.5286
114/182 [=================>............] - ETA: 0s - loss: 0.5226
132/182 [====================>.........] - ETA: 0s - loss: 0.5216
138/182 [=====================>........] - ETA: 0s - loss: 0.5215
162/182 [=========================>....] - ETA: 0s - loss: 0.5222
176/182 [============================>.] - ETA: 0s - loss: 0.5227
182/182 [==============================] - 1s 4ms/step - loss: 0.5228 - val_loss: 1.0509
Epoch 38/100
1/182 [..............................] - ETA: 0s - loss: 0.3395
46/182 [======>.......................] - ETA: 0s - loss: 0.5414
71/182 [==========>...................] - ETA: 0s - loss: 0.5508
73/182 [===========>..................] - ETA: 0s - loss: 0.5505
100/182 [===============>..............] - ETA: 0s - loss: 0.5442
118/182 [==================>...........] - ETA: 0s - loss: 0.5410
122/182 [===================>..........] - ETA: 0s - loss: 0.5403
128/182 [====================>.........] - ETA: 0s - loss: 0.5392
142/182 [======================>.......] - ETA: 0s - loss: 0.5374
167/182 [==========================>...] - ETA: 0s - loss: 0.5350
182/182 [==============================] - 1s 5ms/step - loss: 0.5336 - val_loss: 0.9984
Epoch 39/100
1/182 [..............................] - ETA: 1s - loss: 0.6840
12/182 [>.............................] - ETA: 0s - loss: 0.5149
24/182 [==>...........................] - ETA: 0s - loss: 0.4909
39/182 [=====>........................] - ETA: 0s - loss: 0.4871
40/182 [=====>........................] - ETA: 0s - loss: 0.4863
44/182 [======>.......................] - ETA: 0s - loss: 0.4842
67/182 [==========>...................] - ETA: 0s - loss: 0.4858
92/182 [==============>...............] - ETA: 0s - loss: 0.4890
104/182 [================>.............] - ETA: 0s - loss: 0.4906
121/182 [==================>...........] - ETA: 0s - loss: 0.4935
138/182 [=====================>........] - ETA: 0s - loss: 0.4959
149/182 [=======================>......] - ETA: 0s - loss: 0.4974
156/182 [========================>.....] - ETA: 0s - loss: 0.4983
174/182 [===========================>..] - ETA: 0s - loss: 0.5000
182/182 [==============================] - 1s 6ms/step - loss: 0.5008 - val_loss: 0.9489
Epoch 40/100
1/182 [..............................] - ETA: 0s - loss: 0.3905
10/182 [>.............................] - ETA: 0s - loss: 0.5103
33/182 [====>.........................] - ETA: 0s - loss: 0.4868
58/182 [========>.....................] - ETA: 0s - loss: 0.4973
81/182 [============>.................] - ETA: 0s - loss: 0.5028
105/182 [================>.............] - ETA: 0s - loss: 0.5025
116/182 [==================>...........] - ETA: 0s - loss: 0.5027
127/182 [===================>..........] - ETA: 0s - loss: 0.5029
142/182 [======================>.......] - ETA: 0s - loss: 0.5027
158/182 [=========================>....] - ETA: 0s - loss: 0.5022
182/182 [==============================] - 1s 4ms/step - loss: 0.5029 - val_loss: 0.9017
Epoch 41/100
1/182 [..............................] - ETA: 2s - loss: 0.2923
17/182 [=>............................] - ETA: 0s - loss: 0.4469
33/182 [====>.........................] - ETA: 0s - loss: 0.4552
61/182 [=========>....................] - ETA: 0s - loss: 0.4769
108/182 [================>.............] - ETA: 0s - loss: 0.4999
147/182 [=======================>......] - ETA: 0s - loss: 0.5032
182/182 [==============================] - 0s 2ms/step - loss: 0.5047 - val_loss: 0.8604
Epoch 42/100
1/182 [..............................] - ETA: 0s - loss: 0.5617
53/182 [=======>......................] - ETA: 0s - loss: 0.5020
94/182 [==============>...............] - ETA: 0s - loss: 0.4904
111/182 [=================>............] - ETA: 0s - loss: 0.4889
120/182 [==================>...........] - ETA: 0s - loss: 0.4893
138/182 [=====================>........] - ETA: 0s - loss: 0.4911
161/182 [=========================>....] - ETA: 0s - loss: 0.4929
182/182 [==============================] - 1s 3ms/step - loss: 0.4942 - val_loss: 0.8237
Epoch 43/100
1/182 [..............................] - ETA: 0s - loss: 0.6098
31/182 [====>.........................] - ETA: 0s - loss: 0.4971
71/182 [==========>...................] - ETA: 0s - loss: 0.5053
113/182 [=================>............] - ETA: 0s - loss: 0.5070
134/182 [=====================>........]
- ETA: 0s - loss: 0.5062
135/182 [=====================>........] - ETA: 0s - loss: 0.5062
164/182 [==========================>...] - ETA: 0s - loss: 0.5053
182/182 [==============================] - 1s 3ms/step - loss: 0.5048 - val_loss: 0.7851
Epoch 44/100
1/182 [..............................] - ETA: 0s - loss: 0.5879
18/182 [=>............................] - ETA: 0s - loss: 0.5498
44/182 [======>.......................] - ETA: 0s - loss: 0.5699
80/182 [============>.................] - ETA: 0s - loss: 0.5547
98/182 [===============>..............] - ETA: 0s - loss: 0.5479
127/182 [===================>..........] - ETA: 0s - loss: 0.5385
147/182 [=======================>......] - ETA: 0s - loss: 0.5331
160/182 [=========================>....] - ETA: 0s - loss: 0.5301
182/182 [==============================] - 1s 3ms/step - loss: 0.5260 - val_loss: 0.7502
Epoch 45/100
1/182 [..............................] - ETA: 0s - loss: 0.5408
43/182 [======>.......................] - ETA: 0s - loss: 0.5214
95/182 [==============>...............] - ETA: 0s - loss: 0.5216
146/182 [=======================>......] - ETA: 0s - loss: 0.5175
182/182 [==============================] - 0s 2ms/step - loss: 0.5145 - val_loss: 0.7188
Epoch 46/100
1/182 [..............................] - ETA: 0s - loss: 0.3700
61/182 [=========>....................] - ETA: 0s - loss: 0.5390
119/182 [==================>...........] - ETA: 0s - loss: 0.5202
176/182 [============================>.] - ETA: 0s - loss: 0.5112
182/182 [==============================] - 0s 2ms/step - loss: 0.5105 - val_loss: 0.6923
Epoch 47/100
1/182 [..............................] - ETA: 0s - loss: 0.3427
58/182 [========>.....................] - ETA: 0s - loss: 0.4443
111/182 [=================>............] - ETA: 0s - loss: 0.4640
157/182 [========================>.....] - ETA: 0s - loss: 0.4732
182/182 [==============================] - 0s 2ms/step - loss: 0.4755 - val_loss: 0.6646
Epoch 48/100
1/182 [..............................] - ETA: 0s - loss: 0.2905
65/182 [=========>....................] - ETA: 0s - loss: 0.5005
129/182 [====================>.........] - ETA: 0s - loss: 0.4913
182/182 [==============================] - 0s 1ms/step - loss: 0.4899 - val_loss: 0.6406
Epoch 49/100
1/182 [..............................] - ETA: 0s - loss: 0.5545
58/182 [========>.....................] - ETA: 0s - loss: 0.4673
110/182 [=================>............] - ETA: 0s - loss: 0.4702
164/182 [==========================>...] - ETA: 0s - loss: 0.4711
182/182 [==============================] - 0s 2ms/step - loss: 0.4724 - val_loss: 0.6183
Epoch 50/100
1/182 [..............................] - ETA: 0s - loss: 0.1726
63/182 [=========>....................] - ETA: 0s - loss: 0.4312
118/182 [==================>...........] - ETA: 0s - loss: 0.4547
182/182 [==============================] - 0s 1ms/step - loss: 0.4643 - val_loss: 0.5977
Epoch 51/100
1/182 [..............................] - ETA: 0s - loss: 0.6695
65/182 [=========>....................] - ETA: 0s - loss: 0.4833
129/182 [====================>.........] - ETA: 0s - loss: 0.4836
182/182 [==============================] - 0s 1ms/step - loss: 0.4814 - val_loss: 0.5807
Epoch 52/100
1/182 [..............................] - ETA: 0s - loss: 0.3412
64/182 [=========>....................] - ETA: 0s - loss: 0.5006
122/182 [===================>..........] - ETA: 0s - loss: 0.5000
142/182 [======================>.......] - ETA: 0s - loss: 0.4982
165/182 [==========================>...] - ETA: 0s - loss: 0.4955
173/182 [===========================>..] - ETA: 0s - loss: 0.4948
179/182 [============================>.] - ETA: 0s - loss: 0.4943
182/182 [==============================] - 1s 4ms/step - loss: 0.4939 - val_loss: 0.5637
Epoch 53/100
1/182 [..............................] - ETA: 0s - loss: 0.7124
50/182 [=======>......................] - ETA: 0s - loss: 0.4390
94/182 [==============>...............] - ETA: 0s - loss: 0.4324
105/182 [================>.............] - ETA: 0s - loss: 0.4325
106/182 [================>.............] - ETA: 0s - loss: 0.4325
128/182 [====================>.........] - ETA: 0s - loss: 0.4343
146/182 [=======================>......] - ETA: 0s - loss: 0.4365
168/182 [==========================>...] - ETA: 0s - loss: 0.4403
182/182 [==============================] - 1s 4ms/step - loss: 0.4430 - val_loss: 0.5475
Epoch 54/100
1/182 [..............................] - ETA: 0s - loss: 0.2161
58/182 [========>.....................] - ETA: 0s - loss: 0.4108
113/182 [=================>............] - ETA: 0s - loss: 0.4320
148/182 [=======================>......] - ETA: 0s - loss: 0.4408
164/182 [==========================>...] - ETA: 0s - loss: 0.4438
182/182 [==============================] - 0s 2ms/step - loss: 0.4466 - val_loss: 0.5340
Epoch 55/100
1/182 [..............................] - ETA: 0s - loss: 0.4911
15/182 [=>............................] - ETA: 0s - loss: 0.5081
27/182 [===>..........................] - ETA: 0s - loss: 0.4892
49/182 [=======>......................] - ETA: 0s - loss: 0.4739
66/182 [=========>....................] - ETA: 0s - loss: 0.4669
72/182 [==========>...................] - ETA: 0s - loss: 0.4659
94/182 [==============>...............] - ETA: 0s - loss: 0.4655
112/182 [=================>............] - ETA: 0s - loss: 0.4670
139/182 [=====================>........] - ETA: 0s - loss: 0.4691
170/182 [===========================>..] - ETA: 0s - loss: 0.4710
182/182 [==============================] - 1s 3ms/step - loss: 0.4711 - val_loss: 0.5202
Epoch 56/100
1/182 [..............................] - ETA: 0s - loss: 0.6869
49/182 [=======>......................] - ETA: 0s - loss: 0.4395
96/182 [==============>...............] - ETA: 0s - loss: 0.4529
142/182 [======================>.......] - ETA: 0s - loss: 0.4577
182/182 [==============================] - 1s 3ms/step - loss: 0.4593 - val_loss: 0.5090
Epoch 57/100
1/182 [..............................] - ETA: 0s - loss: 0.2701
36/182 [====>.........................] - ETA: 0s - loss: 0.4297
62/182 [=========>....................] - ETA: 0s - loss: 0.4318
77/182 [===========>..................] - ETA: 0s - loss: 0.4348
91/182 [==============>...............] - ETA: 0s - loss: 0.4365
103/182 [===============>..............] - ETA: 0s - loss: 0.4381
127/182 [===================>..........] - ETA: 0s - loss: 0.4409
151/182 [=======================>......] - ETA: 0s - loss: 0.4434
179/182 [============================>.] - ETA: 0s - loss: 0.4468
182/182 [==============================] - 1s 3ms/step - loss: 0.4473 - val_loss: 0.4971
Epoch 58/100
1/182 [..............................] - ETA: 0s - loss: 0.4461
47/182 [======>.......................] - ETA: 0s - loss: 0.4327
96/182 [==============>...............] - ETA: 0s - loss: 0.4351
144/182 [======================>.......] - ETA: 0s - loss: 0.4411
182/182 [==============================] - 0s 2ms/step - loss: 0.4463 - val_loss: 0.4872
Epoch 59/100
1/182 [..............................] - ETA: 0s - loss: 0.3557
66/182 [=========>....................] - ETA: 0s - loss: 0.4495
130/182 [====================>.........] - ETA: 0s - loss: 0.4521
182/182 [==============================] - 0s 1ms/step - loss: 0.4561 - val_loss: 0.4782
Epoch 60/100
1/182 [..............................] - ETA: 0s - loss: 0.1778
62/182 [=========>....................] - ETA: 0s - loss: 0.4709
127/182 [===================>..........] - ETA: 0s - loss: 0.4652
180/182 [============================>.] - ETA: 0s - loss: 0.4641
182/182 [==============================] - 0s 1ms/step - loss: 0.4641 - val_loss: 0.4706
Epoch 61/100
1/182 [..............................] - ETA: 0s - loss: 0.3776
65/182 [=========>....................] - ETA: 0s - loss: 0.4758
130/182 [====================>.........] - ETA: 0s - loss: 0.4826
182/182 [==============================] - 0s 1ms/step - loss: 0.4791 - val_loss: 0.4636
Epoch 62/100
1/182 [..............................] - ETA: 0s - loss: 0.1858
65/182 [=========>....................] - ETA: 0s - loss: 0.4406
128/182 [====================>.........] - ETA: 0s - loss: 0.4458
182/182 [==============================] - 0s 2ms/step - loss: 0.4468 - val_loss: 0.4576
Epoch 63/100
1/182 [..............................] - ETA: 0s - loss: 0.2480
44/182 [======>.......................] - ETA: 0s - loss: 0.4458
92/182 [==============>...............] - ETA: 0s - loss: 0.4444
136/182 [=====================>........] - ETA: 0s - loss: 0.4458
180/182 [============================>.] - ETA: 0s - loss: 0.4473
182/182 [==============================] - 0s 2ms/step - loss: 0.4474 - val_loss: 0.4514
Epoch 64/100
1/182 [..............................] - ETA: 0s - loss: 0.3701
21/182 [==>...........................] - ETA: 0s - loss: 0.4118
49/182 [=======>......................] - ETA: 0s - loss: 0.4335
64/182 [=========>....................] - ETA: 0s - loss: 0.4420
79/182 [============>.................] - ETA: 0s - loss: 0.4483
97/182 [==============>...............] - ETA: 0s - loss: 0.4517
121/182 [==================>...........] - ETA: 0s - loss: 0.4544
155/182 [========================>.....] - ETA: 0s - loss: 0.4567
182/182 [==============================] - ETA: 0s - loss: 0.4565
182/182 [==============================] - 1s 3ms/step - loss: 0.4565 - val_loss: 0.4462
Epoch 65/100
1/182 [..............................] - ETA: 0s - loss: 0.6927
36/182 [====>.........................] - ETA: 0s - loss: 0.4502
72/182 [==========>...................] - ETA: 0s - loss: 0.4336
105/182 [================>.............] - ETA: 0s - loss: 0.4342
136/182 [=====================>........] - ETA: 0s - loss: 0.4386
173/182 [===========================>..] - ETA: 0s - loss: 0.4418
182/182 [==============================] - 0s 3ms/step - loss: 0.4424 - val_loss: 0.4410
Epoch 66/100
1/182 [..............................] - ETA: 0s - loss: 0.5171
44/182 [======>.......................] - ETA: 0s - loss: 0.4295
87/182 [=============>................] - ETA: 0s - loss: 0.4478
115/182 [=================>............] - ETA: 0s - loss: 0.4524
151/182 [=======================>......] - ETA: 0s - loss: 0.4529
182/182 [==============================] - 0s 2ms/step - loss: 0.4522 - val_loss: 0.4371
Epoch 67/100
1/182 [..............................] - ETA: 0s - loss: 0.4916
43/182 [======>.......................] - ETA: 0s - loss: 0.4231
92/182 [==============>...............] - ETA: 0s - loss: 0.4343
145/182 [======================>.......] - ETA: 0s - loss: 0.4411
182/182 [==============================] - 0s 2ms/step - loss: 0.4423 - val_loss: 0.4331
Epoch 68/100
1/182 [..............................] - ETA: 0s - loss: 0.3351
48/182 [======>.......................] - ETA: 0s - loss: 0.4478
109/182 [================>.............] - ETA: 0s - loss: 0.4486
172/182 [===========================>..] - ETA: 0s - loss: 0.4466
182/182 [==============================] - 0s 2ms/step - loss: 0.4467 - val_loss: 0.4297
Epoch 69/100
1/182 [..............................] - ETA: 0s - loss: 0.3775
66/182 [=========>....................] - ETA: 0s - loss: 0.4331
130/182 [====================>.........] - ETA: 0s - loss: 0.4426
182/182 [==============================] - 0s 1ms/step - loss: 0.4442 - val_loss: 0.4264
Epoch 70/100
1/182 [..............................] - ETA: 0s - loss: 0.2871
64/182 [=========>....................] - ETA: 0s - loss: 0.3860
130/182 [====================>.........] - ETA: 0s - loss: 0.4045
182/182 [==============================] - 0s 1ms/step - loss: 0.4130 - val_loss: 0.4232
Epoch 71/100
1/182 [..............................] - ETA: 0s - loss: 0.3298
65/182 [=========>....................] - ETA: 0s - loss: 0.4109
128/182 [====================>.........] - ETA: 0s - loss: 0.4333
182/182 [==============================] - 0s 1ms/step - loss: 0.4385 - val_loss: 0.4209
Epoch 72/100
1/182 [..............................] - ETA: 0s - loss: 0.2741
56/182 [========>.....................] - ETA: 0s - loss: 0.4250
118/182 [==================>...........] - ETA: 0s - loss: 0.4325
180/182 [============================>.] - ETA: 0s - loss: 0.4354
182/182 [==============================] - 0s 1ms/step - loss: 0.4355 - val_loss: 0.4183
Epoch 73/100
1/182 [..............................] - ETA: 0s - loss: 0.5223
65/182 [=========>....................] - ETA: 0s - loss: 0.4231
117/182 [==================>...........] - ETA: 0s - loss: 0.4309
182/182 [==============================] - 0s 1ms/step - loss: 0.4359 - val_loss: 0.4163
Epoch 74/100
1/182 [..............................] - ETA: 0s - loss: 0.7242
64/182 [=========>....................] - ETA: 0s - loss: 0.3833
127/182 [===================>..........] - ETA: 0s - loss: 0.4016
182/182 [==============================] - 0s 1ms/step - loss: 0.4132 - val_loss: 0.4143
Epoch 75/100
1/182 [..............................] - ETA: 0s - loss: 0.2819
65/182 [=========>....................] - ETA: 0s - loss: 0.4318
130/182 [====================>.........] - ETA: 0s - loss: 0.4234
182/182 [==============================] - 0s 1ms/step - loss: 0.4270 - val_loss: 0.4127
Epoch 76/100
1/182 [..............................] - ETA: 0s - loss: 0.7912
63/182 [=========>....................] - ETA: 0s - loss: 0.4705
124/182 [===================>..........] - ETA: 0s - loss: 0.4537
182/182 [==============================] - 0s 1ms/step - loss: 0.4495 - val_loss: 0.4110
Epoch 77/100
1/182 [..............................] - ETA: 0s - loss: 0.4078
64/182 [=========>....................] - ETA: 0s - loss: 0.4517
121/182 [==================>...........] - ETA: 0s - loss: 0.4533
175/182 [===========================>..] - ETA: 0s - loss: 0.4513
182/182 [==============================] - 0s 1ms/step - loss: 0.4507 - val_loss: 0.4095
Epoch 78/100
1/182 [..............................] - ETA: 0s - loss: 0.3217
63/182 [=========>....................] - ETA: 0s - loss: 0.4607
126/182 [===================>..........] - ETA: 0s - loss: 0.4494
182/182 [==============================] - 0s 1ms/step - loss: 0.4438 - val_loss: 0.4081
Epoch 79/100
1/182 [..............................] - ETA: 0s - loss: 0.2216
63/182 [=========>....................] - ETA: 0s - loss: 0.3958
124/182 [===================>..........] - ETA: 0s - loss: 0.4038
182/182 [==============================] - 0s 1ms/step - loss: 0.4146 - val_loss: 0.4070
Epoch 80/100
1/182 [..............................] - ETA: 0s - loss: 0.9459
62/182 [=========>....................] - ETA: 0s - loss: 0.4597
125/182 [===================>..........] - ETA: 0s - loss: 0.4373
182/182 [==============================] - 0s 1ms/step - loss: 0.4361 - val_loss: 0.4059
Epoch 81/100
1/182 [..............................] - ETA: 0s - loss: 0.5461
64/182 [=========>....................] - ETA: 0s - loss: 0.4486
129/182 [====================>.........] - ETA: 0s - loss: 0.4418
182/182 [==============================] - 0s 1ms/step - loss: 0.4414 - val_loss: 0.4049
Epoch 82/100
1/182 [..............................] - ETA: 0s - loss: 0.2450
64/182 [=========>....................] - ETA: 0s - loss: 0.4389
129/182 [====================>.........] - ETA: 0s - loss: 0.4468
182/182 [==============================] - 0s 1ms/step - loss: 0.4463 - val_loss: 0.4040
Epoch 83/100
1/182 [..............................] - ETA: 0s - loss: 0.4655
63/182 [=========>....................] - ETA: 0s - loss: 0.4317
127/182 [===================>..........] - ETA: 0s - loss: 0.4384
182/182 [==============================] - 0s 1ms/step - loss: 0.4377 - val_loss: 0.4031
Epoch 84/100
1/182 [..............................] - ETA: 0s - loss: 0.2745
52/182 [=======>......................] - ETA: 0s - loss: 0.4058
99/182 [===============>..............] - ETA: 0s - loss: 0.4111
129/182 [====================>.........] - ETA: 0s - loss: 0.4146
164/182 [==========================>...] - ETA: 0s - loss: 0.4167
182/182 [==============================] - 0s 2ms/step - loss: 0.4181 - val_loss: 0.4024
Epoch 85/100
1/182 [..............................] - ETA: 0s - loss: 0.5514
61/182 [=========>....................] - ETA: 0s - loss: 0.4172
126/182 [===================>..........] - ETA: 0s - loss: 0.4310
182/182 [==============================] - 0s 1ms/step - loss: 0.4315 - val_loss: 0.4017
Epoch 86/100
1/182 [..............................] - ETA: 0s - loss: 0.5622
60/182 [========>.....................] - ETA: 0s - loss: 0.4879
124/182 [===================>..........] - ETA: 0s - loss: 0.4656
182/182 [==============================] - 0s 1ms/step - loss: 0.4539 - val_loss: 0.4009
Epoch 87/100
1/182 [..............................] - ETA: 0s - loss: 0.3453
62/182 [=========>....................] - ETA: 0s - loss: 0.4520
119/182 [==================>...........] - ETA: 0s - loss: 0.4430
175/182 [===========================>..] - ETA: 0s - loss: 0.4376
182/182 [==============================] - 0s 2ms/step - loss: 0.4372 - val_loss: 0.4002
Epoch 88/100
1/182 [..............................] - ETA: 0s - loss: 0.3486
45/182 [======>.......................] - ETA: 0s - loss: 0.4752
77/182 [===========>..................] - ETA: 0s - loss: 0.4585
90/182 [=============>................] - ETA: 0s - loss: 0.4563
100/182 [===============>..............] - ETA: 0s - loss: 0.4547
113/182 [=================>............] - ETA: 0s - loss: 0.4529
126/182 [===================>..........] - ETA: 0s - loss: 0.4518
138/182 [=====================>........] - ETA: 0s - loss: 0.4514
151/182 [=======================>......] - ETA: 0s - loss: 0.4506
174/182 [===========================>..] - ETA: 0s - loss: 0.4483
182/182 [==============================] - 1s 3ms/step - loss: 0.4473 - val_loss: 0.3996
Epoch 89/100
1/182 [..............................] - ETA: 0s - loss: 0.4595
32/182 [====>.........................] - ETA: 0s - loss: 0.4058
33/182 [====>.........................] - ETA: 0s - loss: 0.4061
36/182 [====>.........................] - ETA: 0s - loss: 0.4072
54/182 [=======>......................] - ETA: 0s - loss: 0.4118
77/182 [===========>..................] - ETA: 0s - loss: 0.4152
104/182 [================>.............] - ETA: 0s - loss: 0.4144
130/182 [====================>.........] - ETA: 0s - loss: 0.4159
154/182 [========================>.....] - ETA: 0s - loss: 0.4181
171/182 [===========================>..] - ETA: 0s - loss: 0.4190
182/182 [==============================] - 1s 5ms/step - loss: 0.4194 - val_loss: 0.3990
Epoch 90/100
1/182 [..............................] - ETA: 0s - loss: 0.4870
50/182 [=======>......................] - ETA: 0s - loss: 0.4121
89/182 [=============>................] - ETA: 0s - loss: 0.4095
136/182 [=====================>........] - ETA: 0s - loss: 0.4125
166/182 [==========================>...] - ETA: 0s - loss: 0.4144
180/182 [============================>.] - ETA: 0s - loss: 0.4154
182/182 [==============================] - 1s 3ms/step - loss: 0.4156 - val_loss: 0.3984
Epoch 91/100
1/182 [..............................] - ETA: 0s - loss: 0.4377
36/182 [====>.........................] - ETA: 0s - loss: 0.3576
82/182 [============>.................] - ETA: 0s - loss: 0.3872
123/182 [===================>..........] - ETA: 0s - loss: 0.4019
136/182 [=====================>........] - ETA: 0s - loss: 0.4040
151/182 [=======================>......] - ETA: 0s - loss: 0.4061
161/182 [=========================>....] - ETA: 0s - loss: 0.4073
182/182 [==============================] - 1s 3ms/step - loss: 0.4094 - val_loss: 0.3977
Epoch 92/100
1/182 [..............................] - ETA: 0s - loss: 0.6939
25/182 [===>..........................] - ETA: 0s - loss: 0.4482
58/182 [========>.....................] - ETA: 0s - loss: 0.4358
94/182 [==============>...............] - ETA: 0s - loss: 0.4294
132/182 [====================>.........] - ETA: 0s - loss: 0.4277
136/182 [=====================>........] - ETA: 0s - loss: 0.4274
160/182 [=========================>....] - ETA: 0s - loss: 0.4269
182/182 [==============================] - 1s 5ms/step - loss: 0.4264 - val_loss: 0.3972
Epoch 93/100
1/182 [..............................] - ETA: 0s - loss: 0.3294
18/182 [=>............................] - ETA: 0s - loss: 0.3220
43/182 [======>.......................] - ETA: 0s - loss: 0.3441
61/182 [=========>....................] - ETA: 0s - loss: 0.3550
62/182 [=========>....................] - ETA: 0s - loss: 0.3556
80/182 [============>.................] - ETA: 0s - loss: 0.3619
98/182 [===============>..............] - ETA: 0s - loss: 0.3668
120/182 [==================>...........] - ETA: 0s - loss: 0.3733
148/182 [=======================>......] - ETA: 0s - loss: 0.3801
175/182 [===========================>..] - ETA: 0s - loss: 0.3857
182/182 [==============================] - 1s 6ms/step - loss: 0.3873 - val_loss: 0.3966
Epoch 94/100
1/182 [..............................] - ETA: 0s - loss: 0.2261
35/182 [====>.........................] - ETA: 0s - loss: 0.3483
63/182 [=========>....................] - ETA: 0s - loss: 0.3717
88/182 [=============>................] - ETA: 0s - loss: 0.3833
107/182 [================>.............] - ETA: 0s - loss: 0.3889
112/182 [=================>............] - ETA: 0s - loss: 0.3903
122/182 [===================>..........] - ETA: 0s - loss: 0.3929
144/182 [======================>.......] - ETA: 0s - loss: 0.3986
166/182 [==========================>...] - ETA: 0s - loss: 0.4027
167/182 [==========================>...]
- ETA: 0s - loss: 0.4029
168/182 [==========================>...] - ETA: 0s - loss: 0.4030
177/182 [============================>.] - ETA: 0s - loss: 0.4042
180/182 [============================>.] - ETA: 0s - loss: 0.4045
182/182 [==============================] - 1s 6ms/step - loss: 0.4048 - val_loss: 0.3960
Epoch 95/100
1/182 [..............................] - ETA: 0s - loss: 0.6423
18/182 [=>............................] - ETA: 0s - loss: 0.4087
24/182 [==>...........................] - ETA: 0s - loss: 0.4039
33/182 [====>.........................] - ETA: 0s - loss: 0.4012
49/182 [=======>......................] - ETA: 0s - loss: 0.4013
70/182 [==========>...................] - ETA: 0s - loss: 0.4075
86/182 [=============>................] - ETA: 0s - loss: 0.4088
102/182 [===============>..............] - ETA: 0s - loss: 0.4095
116/182 [==================>...........] - ETA: 0s - loss: 0.4099
129/182 [====================>.........] - ETA: 0s - loss: 0.4107
144/182 [======================>.......] - ETA: 0s - loss: 0.4128
171/182 [===========================>..] - ETA: 0s - loss: 0.4153
182/182 [==============================] - 1s 5ms/step - loss: 0.4159 - val_loss: 0.3954
Epoch 96/100
1/182 [..............................] - ETA: 1s - loss: 0.1893
3/182 [..............................] - ETA: 6s - loss: 0.2302
6/182 [..............................] - ETA: 4s - loss: 0.2475
32/182 [====>.........................] - ETA: 0s - loss: 0.3247
44/182 [======>.......................] - ETA: 0s - loss: 0.3440
50/182 [=======>......................] - ETA: 0s - loss: 0.3529
62/182 [=========>....................] - ETA: 0s - loss: 0.3649
71/182 [==========>...................] - ETA: 0s - loss: 0.3716
83/182 [============>.................] - ETA: 0s - loss: 0.3769
104/182 [================>.............] - ETA: 0s - loss: 0.3826
117/182 [==================>...........] - ETA: 0s - loss: 0.3852
136/182 [=====================>........] - ETA: 0s - loss: 0.3891
154/182 [========================>.....] - ETA: 0s - loss: 0.3923
173/182 [===========================>..] - ETA: 0s - loss: 0.3956
182/182 [==============================] - 1s 8ms/step - loss: 0.3970 - val_loss: 0.3948
Epoch 97/100
1/182 [..............................] - ETA: 1s - loss: 0.3889
29/182 [===>..........................] - ETA: 0s - loss: 0.3795
61/182 [=========>....................] - ETA: 0s - loss: 0.3827
94/182 [==============>...............] - ETA: 0s - loss: 0.3919
109/182 [================>.............] - ETA: 0s - loss: 0.3950
110/182 [=================>............] - ETA: 0s - loss: 0.3952
123/182 [===================>..........] - ETA: 0s - loss: 0.3972
148/182 [=======================>......] - ETA: 0s - loss: 0.4000
176/182 [============================>.] - ETA: 0s - loss: 0.4028
182/182 [==============================] - 1s 4ms/step - loss: 0.4035 - val_loss: 0.3942
Epoch 98/100
1/182 [..............................] - ETA: 0s - loss: 0.4437
62/182 [=========>....................] - ETA: 0s - loss: 0.3765
115/182 [=================>............] - ETA: 0s - loss: 0.3951
163/182 [=========================>....] - ETA: 0s - loss: 0.3998
182/182 [==============================] - 0s 2ms/step - loss: 0.4021 - val_loss: 0.3937
Epoch 99/100
1/182 [..............................] - ETA: 0s - loss: 0.3675
39/182 [=====>........................] - ETA: 0s - loss: 0.3900
61/182 [=========>....................] - ETA: 0s - loss: 0.3988
85/182 [=============>................] - ETA: 0s - loss: 0.4038
126/182 [===================>..........] - ETA: 0s - loss: 0.4070
164/182 [==========================>...] - ETA: 0s - loss: 0.4095
182/182 [==============================] - 0s 2ms/step - loss: 0.4103 - val_loss: 0.3931
Epoch 100/100
1/182 [..............................] - ETA: 0s - loss: 0.3267
49/182 [=======>......................] - ETA: 0s - loss: 0.4562
88/182 [=============>................] - ETA: 0s - loss: 0.4533
133/182 [====================>.........] - ETA: 0s - loss: 0.4501
178/182 [============================>.] - ETA: 0s - loss: 0.4432
182/182 [==============================] - 0s 2ms/step - loss: 0.4425 - val_loss: 0.3925
1/182 [..............................] - ETA: 2s - loss: 0.6412
76/182 [===========>..................] - ETA: 0s - loss: 0.3968
149/182 [=======================>......] - ETA: 0s - loss: 0.4199
182/182 [==============================] - 0s 687us/step - loss: 0.4180
[CV] END learning_rate=0.00037078874137762145, n_hidden=1, n_neurons=51; total time= 45.0s
Epoch 1/100
1/182 [..............................] - ETA: 53s - loss: 5.9785
41/182 [=====>........................] - ETA: 0s - loss: 6.3876
80/182 [============>.................] - ETA: 0s - loss: 6.1688
134/182 [=====================>........] - ETA: 0s - loss: 5.8854
179/182 [============================>.] - ETA: 0s - loss: 5.6913
182/182 [==============================] - 1s 3ms/step - loss: 5.6758 - val_loss: 5.8279
Epoch 2/100
1/182 [..............................] - ETA: 0s - loss: 3.7859
23/182 [==>...........................] - ETA: 0s - loss: 3.7480
35/182 [====>.........................] - ETA: 0s - loss: 3.6663
50/182 [=======>......................] - ETA: 0s - loss: 3.5702
70/182 [==========>...................] - ETA: 0s - loss: 3.4687
106/182 [================>.............] - ETA: 0s - loss: 3.3658
165/182 [==========================>...] - ETA: 0s - loss: 3.2212
182/182 [==============================] - 0s 3ms/step - loss: 3.1914 - val_loss: 4.4367
Epoch 3/100
1/182 [..............................] - ETA: 0s - loss: 3.0757
49/182 [=======>......................] - ETA: 0s - loss: 2.1863
92/182 [==============>...............] - ETA: 0s - loss: 2.1187
138/182 [=====================>........] - ETA: 0s - loss: 2.0685
182/182 [==============================] - 0s 2ms/step - loss: 2.0365 - val_loss: 3.1351
Epoch 4/100
1/182 [..............................] - ETA: 0s - loss: 1.3624
43/182 [======>.......................] - ETA: 0s - loss: 1.6368
91/182 [==============>...............] - ETA: 0s - loss: 1.6087
139/182 [=====================>........] - ETA: 0s - loss: 1.5591
182/182 [==============================] - 0s 2ms/step - loss: 1.5187 - val_loss: 2.1956
Epoch 5/100
1/182 [..............................] - ETA: 0s - loss: 0.5437
49/182 [=======>......................] - ETA: 0s - loss: 1.1658
85/182 [=============>................] - ETA: 0s - loss: 1.1565
132/182 [====================>.........] - ETA: 0s - loss: 1.1430
178/182 [============================>.] - ETA: 0s - loss: 1.1321
182/182 [==============================] - 0s 2ms/step - loss: 1.1307 - val_loss: 1.4279
Epoch 6/100
1/182 [..............................] - ETA: 0s - loss: 0.8471
54/182 [=======>......................] - ETA: 0s - loss: 0.9660
90/182 [=============>................] - ETA: 0s - loss: 0.9801
111/182 [=================>............] - ETA: 0s - loss: 0.9774
136/182 [=====================>........] - ETA: 0s - loss: 0.9729
161/182 [=========================>....] - ETA: 0s - loss: 0.9676
180/182 [============================>.] - ETA: 0s - loss: 0.9632
182/182 [==============================] - 0s 3ms/step - loss: 0.9625 - val_loss: 1.0132
Epoch 7/100
1/182 [..............................] - ETA: 0s - loss: 1.0790
56/182 [========>.....................] - ETA: 0s - loss: 0.9020
110/182 [=================>............] - ETA: 0s - loss: 0.8692
167/182 [==========================>...] - ETA: 0s - loss: 0.8564
182/182 [==============================] - 0s 2ms/step - loss: 0.8540 - val_loss: 0.8250
Epoch 8/100
1/182 [..............................] - ETA: 0s - loss: 1.3357
33/182 [====>.........................] - ETA: 0s - loss: 0.8069
91/182 [==============>...............] - ETA: 0s - loss: 0.7601
156/182 [========================>.....] - ETA: 0s - loss: 0.7629
182/182 [==============================] - 0s 2ms/step - loss: 0.7642 - val_loss: 0.7350
Epoch 9/100
1/182 [..............................] - ETA: 0s - loss: 0.5015
41/182 [=====>........................] - ETA: 0s - loss: 0.6485
84/182 [============>.................] - ETA: 0s - loss: 0.6814
123/182 [===================>..........] - ETA: 0s - loss: 0.6899
163/182 [=========================>....] - ETA: 0s - loss: 0.7005
182/182 [==============================] - 0s 2ms/step - loss: 0.7047 - val_loss: 0.6948
Epoch 10/100
1/182 [..............................] - ETA: 0s - loss: 0.9594
50/182 [=======>......................] - ETA: 0s - loss: 0.7930
91/182 [==============>...............] - ETA: 0s - loss: 0.7506
143/182 [======================>.......] - ETA: 0s - loss: 0.7316
182/182 [==============================] - 0s 2ms/step - loss: 0.7270 - val_loss: 0.6813
Epoch 11/100
1/182 [..............................] - ETA: 0s - loss: 0.5664
44/182 [======>.......................] - ETA: 0s - loss: 0.7114
87/182 [=============>................] - ETA: 0s - loss: 0.7166
132/182 [====================>.........] - ETA: 0s - loss: 0.7133
170/182 [===========================>..] - ETA: 0s - loss: 0.7097
182/182 [==============================] - 0s 2ms/step - loss: 0.7088 - val_loss: 0.6689
Epoch 12/100
1/182 [..............................] - ETA: 0s - loss: 0.5721
44/182 [======>.......................] - ETA: 0s - loss: 0.7087
82/182 [============>.................] - ETA: 0s - loss: 0.7165
105/182 [================>.............] - ETA: 0s - loss: 0.7167
139/182 [=====================>........] - ETA: 0s - loss: 0.7124
158/182 [=========================>....] - ETA: 0s - loss: 0.7095
164/182 [==========================>...] - ETA: 0s - loss: 0.7084
169/182 [==========================>...] - ETA: 0s - loss: 0.7076
182/182 [==============================] - 1s 4ms/step - loss: 0.7057 - val_loss: 0.6670
Epoch 13/100
1/182 [..............................] - ETA: 0s - loss: 0.9575
42/182 [=====>........................] - ETA: 0s - loss: 0.7520
87/182 [=============>................] - ETA: 0s - loss: 0.7257
126/182 [===================>..........] - ETA: 0s - loss: 0.7131
167/182 [==========================>...] - ETA: 0s - loss: 0.7050
182/182 [==============================] - 0s 2ms/step - loss: 0.7026 - val_loss: 0.6552
Epoch 14/100
1/182 [..............................] - ETA: 0s - loss: 0.7818
12/182 [>.............................] - ETA: 0s - loss: 0.6308
13/182 [=>............................] - ETA: 1s - loss: 0.6247
39/182 [=====>........................] - ETA: 0s - loss: 0.6087
80/182 [============>.................] - ETA: 0s - loss: 0.6255
137/182 [=====================>........] - ETA: 0s - loss: 0.6397
179/182 [============================>.] - ETA: 0s - loss: 0.6450
182/182 [==============================] - 1s 3ms/step - loss: 0.6455 - val_loss: 0.6485
Epoch 15/100
1/182 [..............................] - ETA: 0s - loss: 0.3982
44/182 [======>.......................] - ETA: 0s - loss: 0.6131
79/182 [============>.................] - ETA: 0s - loss: 0.6447
104/182 [================>.............] - ETA: 0s - loss: 0.6507
144/182 [======================>.......] - ETA: 0s - loss: 0.6569
182/182 [==============================] - 0s 2ms/step - loss: 0.6586 - val_loss: 0.6371
Epoch 16/100
1/182 [..............................] - ETA: 0s - loss: 0.3160
58/182 [========>.....................] - ETA: 0s - loss: 0.6614
99/182 [===============>..............] - ETA: 0s - loss: 0.6662
131/182 [====================>.........] - ETA: 0s - loss: 0.6618
166/182 [==========================>...] - ETA: 0s - loss: 0.6605
182/182 [==============================] - 0s 2ms/step - loss: 0.6598 - val_loss: 0.6345
Epoch 17/100
1/182 [..............................] - ETA: 0s - loss: 0.9697
37/182 [=====>........................] - ETA: 0s - loss: 0.6829
72/182 [==========>...................] - ETA: 0s - loss: 0.6501
103/182 [===============>..............] - ETA: 0s - loss: 0.6416
142/182 [======================>.......] - ETA: 0s - loss: 0.6400
155/182 [========================>.....] - ETA: 0s - loss: 0.6392
182/182 [==============================] - 0s 3ms/step - loss: 0.6393 - val_loss: 0.6327
Epoch 18/100
1/182 [..............................] - ETA: 0s - loss: 0.6445
56/182 [========>.....................] - ETA: 0s - loss: 0.6336
96/182 [==============>...............] - ETA: 0s - loss: 0.6436
133/182 [====================>.........] - ETA: 0s - loss: 0.6453
163/182 [=========================>....] - ETA: 0s - loss: 0.6446
182/182 [==============================] - 0s 2ms/step - loss: 0.6435 - val_loss: 0.6191
Epoch 19/100
1/182 [..............................] - ETA: 0s - loss: 0.5561
37/182 [=====>........................] - ETA: 0s - loss: 0.6468
82/182 [============>.................] - ETA: 0s - loss: 0.6472
134/182 [=====================>........] - ETA: 0s - loss: 0.6434
182/182 [==============================] - 0s 2ms/step - loss: 0.6411 - val_loss: 0.6210
Epoch 20/100
1/182 [..............................] - ETA: 0s - loss: 0.4272
33/182 [====>.........................] - ETA: 0s - loss: 0.6332
53/182 [=======>......................] - ETA: 0s - loss: 0.6450
67/182 [==========>...................] - ETA: 0s - loss: 0.6512
93/182 [==============>...............] - ETA: 0s - loss: 0.6537
113/182 [=================>............] - ETA: 0s - loss: 0.6519
142/182 [======================>.......] - ETA: 0s - loss: 0.6499
182/182 [==============================] - 0s 3ms/step - loss: 0.6460 - val_loss: 0.6122
Epoch 21/100
1/182 [..............................] - ETA: 0s - loss: 0.5253
32/182 [====>.........................] - ETA: 0s - loss: 0.6013
71/182 [==========>...................] - ETA: 0s - loss: 0.5999
103/182 [===============>..............] - ETA: 0s - loss: 0.6013
152/182 [========================>.....] - ETA: 0s - loss: 0.6050
182/182 [==============================] - 0s 2ms/step - loss: 0.6070 - val_loss: 0.6088
Epoch 22/100
1/182 [..............................] - ETA: 0s - loss: 0.8510
28/182 [===>..........................] - ETA: 0s - loss: 0.6653
43/182 [======>.......................] - ETA: 0s - loss: 0.6495
64/182 [=========>....................] - ETA: 0s - loss: 0.6408
90/182 [=============>................] - ETA: 0s - loss: 0.6322
96/182 [==============>...............] - ETA: 0s - loss: 0.6308
118/182 [==================>...........] - ETA: 0s - loss: 0.6288
147/182 [=======================>......] - ETA: 0s - loss: 0.6278
182/182 [==============================] - 1s 3ms/step - loss: 0.6257 - val_loss: 0.6075
Epoch 23/100
1/182 [..............................] - ETA: 0s - loss: 0.5270
29/182 [===>..........................] - ETA: 0s - loss: 0.6162
65/182 [=========>....................] - ETA: 0s - loss: 0.6230
101/182 [===============>..............] - ETA: 0s - loss: 0.6235
137/182 [=====================>........] - ETA: 0s - loss: 0.6205
176/182 [============================>.] - ETA: 0s - loss: 0.6173
182/182 [==============================] - 0s 3ms/step - loss: 0.6168 - val_loss: 0.5939
Epoch 24/100
1/182 [..............................] - ETA: 0s - loss: 0.8113
59/182 [========>.....................] - ETA: 0s - loss: 0.6081
119/182 [==================>...........] - ETA: 0s - loss: 0.6005
179/182 [============================>.] - ETA: 0s - loss: 0.6012
182/182 [==============================] - 0s 2ms/step - loss: 0.6011 - val_loss: 0.5841
Epoch 25/100
1/182 [..............................] - ETA: 0s - loss: 0.3470
50/182 [=======>......................] - ETA: 0s - loss: 0.5382
97/182 [==============>...............] - ETA: 0s - loss: 0.5503
134/182 [=====================>........] - ETA: 0s - loss: 0.5605
174/182 [===========================>..] - ETA: 0s - loss: 0.5683
182/182 [==============================] - 0s 2ms/step - loss: 0.5695 - val_loss: 0.5774
Epoch 26/100
1/182 [..............................] - ETA: 0s - loss: 0.5821
58/182 [========>.....................] - ETA: 0s - loss: 0.5875
118/182 [==================>...........] - ETA: 0s - loss: 0.5809
148/182 [=======================>......] - ETA: 0s - loss: 0.5811
161/182 [=========================>....] - ETA: 0s - loss: 0.5814
182/182 [==============================] - 0s 2ms/step - loss: 0.5819 - val_loss: 0.5766
Epoch 27/100
1/182 [..............................] - ETA: 0s - loss: 1.4990
44/182 [======>.......................] - ETA: 0s - loss: 0.6717
86/182 [=============>................] - ETA: 0s - loss: 0.6352
119/182 [==================>...........] - ETA: 0s - loss: 0.6232
161/182 [=========================>....] - ETA: 0s - loss: 0.6114
182/182 [==============================] - 0s 2ms/step - loss: 0.6071 - val_loss: 0.5767
Epoch 28/100
1/182 [..............................] - ETA: 0s - loss: 0.6420
28/182 [===>..........................] - ETA: 0s - loss: 0.6589
50/182 [=======>......................] - ETA: 0s - loss: 0.6526
89/182 [=============>................] - ETA: 0s - loss: 0.6335
132/182 [====================>.........] - ETA: 0s - loss: 0.6201
176/182 [============================>.] - ETA: 0s - loss: 0.6099
182/182 [==============================] - 1s 3ms/step - loss: 0.6086 - val_loss: 0.5739
Epoch 29/100
1/182 [..............................] - ETA: 0s - loss: 0.4588
32/182 [====>.........................] - ETA: 0s - loss: 0.5003
77/182 [===========>..................] - ETA: 0s - loss: 0.5133
131/182 [====================>.........] - ETA: 0s - loss: 0.5322
171/182 [===========================>..] - ETA: 0s - loss: 0.5408
182/182 [==============================] - 0s 2ms/step - loss: 0.5428 - val_loss: 0.5734
Epoch 30/100
1/182 [..............................] - ETA: 0s - loss: 0.5671
57/182 [========>.....................] - ETA: 0s - loss: 0.5527
81/182 [============>.................] - ETA: 0s - loss: 0.5631
99/182 [===============>..............] - ETA: 0s - loss: 0.5703
124/182 [===================>..........] - ETA: 0s - loss: 0.5754
149/182 [=======================>......] - ETA: 0s - loss: 0.5754
168/182 [==========================>...] - ETA: 0s - loss: 0.5745
182/182 [==============================] - 1s 3ms/step - loss: 0.5738 - val_loss: 0.5653
Epoch 31/100
1/182 [..............................] - ETA: 0s - loss: 0.4916
49/182 [=======>......................] - ETA: 0s - loss: 0.5386
95/182 [==============>...............] - ETA: 0s - loss: 0.5537
142/182 [======================>.......] - ETA: 0s - loss: 0.5548
182/182 [==============================] - 0s 2ms/step - loss: 0.5555 - val_loss: 0.5563
Epoch 32/100
1/182 [..............................] - ETA: 0s - loss: 0.7859
20/182 [==>...........................] - ETA: 0s - loss: 0.5817
41/182 [=====>........................] - ETA: 0s - loss: 0.5664
72/182 [==========>...................] - ETA: 0s - loss: 0.5695
115/182 [=================>............] - ETA: 0s - loss: 0.5710
163/182 [=========================>....] - ETA: 0s - loss: 0.5694
182/182 [==============================] - 0s 2ms/step - loss: 0.5684 - val_loss: 0.5491
Epoch 33/100
1/182 [..............................] - ETA: 0s - loss: 0.8323
38/182 [=====>........................] - ETA: 0s - loss: 0.6207
66/182 [=========>....................] - ETA: 0s - loss: 0.6061
97/182 [==============>...............] - ETA: 0s - loss: 0.5925
137/182 [=====================>........] - ETA: 0s - loss: 0.5804
173/182 [===========================>..] - ETA: 0s - loss: 0.5732
182/182 [==============================] - 0s 2ms/step - loss: 0.5720 - val_loss: 0.5417
Epoch 34/100
1/182 [..............................] - ETA: 0s - loss: 0.3941
60/182 [========>.....................] - ETA: 0s - loss: 0.5272
107/182 [================>.............] - ETA: 0s - loss: 0.5335
130/182 [====================>.........] - ETA: 0s - loss: 0.5392
150/182 [=======================>......] - ETA: 0s - loss: 0.5421
164/182 [==========================>...] - ETA: 0s - loss: 0.5429
182/182 [==============================] - 0s 2ms/step - loss: 0.5438 - val_loss: 0.5392
Epoch 35/100
1/182 [..............................] - ETA: 0s - loss: 0.3847
39/182 [=====>........................] - ETA: 0s - loss: 0.5293
79/182 [============>.................] - ETA: 0s - loss: 0.5305
124/182 [===================>..........] - ETA: 0s - loss: 0.5378
166/182 [==========================>...] - ETA: 0s - loss: 0.5409
182/182 [==============================] - 0s 2ms/step - loss: 0.5414 - val_loss: 0.5342
Epoch 36/100
1/182 [..............................] - ETA: 0s - loss: 0.7439
50/182 [=======>......................] - ETA: 0s - loss: 0.5829
103/182 [===============>..............] - ETA: 0s - loss: 0.5820
142/182 [======================>.......] - ETA: 0s - loss: 0.5742
143/182 [======================>.......] - ETA: 0s - loss: 0.5740
149/182 [=======================>......] - ETA: 0s - loss: 0.5729
179/182 [============================>.] - ETA: 0s - loss: 0.5685
182/182 [==============================] - 0s 3ms/step - loss: 0.5679 - val_loss: 0.5378
Epoch 37/100
1/182 [..............................] - ETA: 0s - loss: 0.3850
50/182 [=======>......................] - ETA: 0s - loss: 0.5443
100/182 [===============>..............] - ETA: 0s - loss: 0.5291
149/182 [=======================>......] - ETA: 0s - loss: 0.5310
182/182 [==============================] - 0s 2ms/step - loss: 0.5311 - val_loss: 0.5294
Epoch 38/100
1/182 [..............................] - ETA: 0s - loss: 0.6367
52/182 [=======>......................] - ETA: 0s - loss: 0.5694
79/182 [============>.................] - ETA: 0s - loss: 0.5582
104/182 [================>.............] - ETA: 0s - loss: 0.5545
149/182 [=======================>......] - ETA: 0s - loss: 0.5515
182/182 [==============================] - 0s 2ms/step - loss: 0.5484 - val_loss: 0.5266
Epoch 39/100
1/182 [..............................] - ETA: 0s - loss: 0.3494
40/182 [=====>........................] - ETA: 0s - loss: 0.5629
64/182 [=========>....................] - ETA: 0s - loss: 0.5599
85/182 [=============>................] - ETA: 0s - loss: 0.5582
103/182 [===============>..............] - ETA: 0s - loss: 0.5575
148/182 [=======================>......] - ETA: 0s - loss: 0.5533
182/182 [==============================] - 0s 2ms/step - loss: 0.5500 - val_loss: 0.5288
Epoch 40/100
1/182 [..............................] - ETA: 0s - loss: 0.4706
63/182 [=========>....................] - ETA: 0s - loss: 0.5395
111/182 [=================>............] - ETA: 0s - loss: 0.5433
154/182 [========================>.....] - ETA: 0s - loss: 0.5424
182/182 [==============================] - 0s 2ms/step - loss: 0.5407 - val_loss: 0.5268
Epoch 41/100
1/182 [..............................] - ETA: 0s - loss: 0.7696
24/182 [==>...........................] - ETA: 0s - loss: 0.5870
26/182 [===>..........................] - ETA: 0s - loss: 0.5885
45/182 [======>.......................] - ETA: 0s - loss: 0.5901
72/182 [==========>...................] - ETA: 0s - loss: 0.5804
115/182 [=================>............] - ETA: 0s - loss: 0.5646
161/182 [=========================>....] - ETA: 0s - loss: 0.5558
182/182 [==============================] - 0s 2ms/step - loss: 0.5523 - val_loss: 0.5279
Epoch 42/100
1/182 [..............................] - ETA: 0s - loss: 0.4171
64/182 [=========>....................] - ETA: 0s - loss: 0.5157
128/182 [====================>.........] - ETA: 0s - loss: 0.5210
170/182 [===========================>..] - ETA: 0s - loss: 0.5228
182/182 [==============================] - 0s 2ms/step - loss: 0.5229 - val_loss: 0.5189
Epoch 43/100
1/182 [..............................] - ETA: 0s - loss: 0.5023
47/182 [======>.......................] - ETA: 0s - loss: 0.5947
98/182 [===============>..............] - ETA: 0s - loss: 0.5808
148/182 [=======================>......] - ETA: 0s - loss: 0.5648
182/182 [==============================] - 0s 2ms/step - loss: 0.5562 - val_loss: 0.5180
Epoch 44/100
1/182 [..............................] - ETA: 1s - loss: 0.4075
32/182 [====>.........................] - ETA: 0s - loss: 0.4816
67/182 [==========>...................] - ETA: 0s - loss: 0.4891
120/182 [==================>...........] - ETA: 0s - loss: 0.5007
177/182 [============================>.] - ETA: 0s - loss: 0.5063
182/182 [==============================] - 0s 2ms/step - loss: 0.5066 - val_loss: 0.5120
Epoch 45/100
1/182 [..............................] - ETA: 0s - loss: 0.2930
27/182 [===>..........................] - ETA: 0s - loss: 0.4908
54/182 [=======>......................] - ETA: 0s - loss: 0.5119
92/182 [==============>...............] - ETA: 0s - loss: 0.5218
143/182 [======================>.......] - ETA: 0s - loss: 0.5216
180/182 [============================>.] - ETA: 0s - loss: 0.5188
182/182 [==============================] - 1s 3ms/step - loss: 0.5187 - val_loss: 0.5074
Epoch 46/100
1/182 [..............................] - ETA: 0s - loss: 0.7396
48/182 [======>.......................] - ETA: 0s - loss: 0.5250
91/182 [==============>...............] - ETA: 0s - loss: 0.5171
130/182 [====================>.........] - ETA: 0s - loss: 0.5144
158/182 [=========================>....] - ETA: 0s - loss: 0.5153
167/182 [==========================>...] - ETA: 0s - loss: 0.5154
172/182 [===========================>..] - ETA: 0s - loss: 0.5154
182/182 [==============================] - 0s 3ms/step - loss: 0.5152 - val_loss: 0.5009
Epoch 47/100
1/182 [..............................] - ETA: 0s - loss: 0.4765
50/182 [=======>......................] - ETA: 0s - loss: 0.4776
102/182 [===============>..............] - ETA: 0s - loss: 0.4895
119/182 [==================>...........] - ETA: 0s - loss: 0.4920
134/182 [=====================>........] - ETA: 0s - loss: 0.4933
141/182 [======================>.......] - ETA: 0s - loss: 0.4942
169/182 [==========================>...] - ETA: 0s - loss: 0.4975
182/182 [==============================] - 0s 3ms/step - loss: 0.4984 - val_loss: 0.4967
Epoch 48/100
1/182 [..............................] - ETA: 0s - loss: 0.6997
49/182 [=======>......................] - ETA: 0s - loss: 0.4819
95/182 [==============>...............] - ETA: 0s - loss: 0.4965
143/182 [======================>.......] - ETA: 0s - loss: 0.4986
182/182 [==============================] - 0s 2ms/step - loss: 0.4999 - val_loss: 0.4930
Epoch 49/100
1/182 [..............................] - ETA: 0s - loss: 0.8299
33/182 [====>.........................] - ETA: 0s - loss: 0.6011
64/182 [=========>....................] - ETA: 0s - loss: 0.5854
102/182 [===============>..............] - ETA: 0s - loss: 0.5655
141/182 [======================>.......] - ETA: 0s - loss: 0.5520
175/182 [===========================>..] - ETA: 0s - loss: 0.5440
182/182 [==============================] - 0s 2ms/step - loss: 0.5422 - val_loss: 0.4917
Epoch 50/100
1/182 [..............................] - ETA: 0s - loss: 0.9431
43/182 [======>.......................] - ETA: 0s - loss: 0.5357
92/182 [==============>...............] - ETA: 0s - loss: 0.5202
144/182 [======================>.......] - ETA: 0s - loss: 0.5146
182/182 [==============================] - 0s 2ms/step - loss: 0.5129 - val_loss: 0.4909
Epoch 51/100
1/182 [..............................] - ETA: 0s - loss: 0.8750
49/182 [=======>......................] - ETA: 0s - loss: 0.5553
92/182 [==============>...............] - ETA: 0s - loss: 0.5312
140/182 [======================>.......] - ETA: 0s - loss: 0.5191
182/182 [==============================] - 0s 2ms/step - loss: 0.5136 - val_loss: 0.4870
Epoch 52/100
1/182 [..............................] - ETA: 0s - loss: 0.5867
44/182 [======>.......................] - ETA: 0s - loss: 0.5195
85/182 [=============>................] - ETA: 0s - loss: 0.5066
112/182 [=================>............] - ETA: 0s - loss: 0.5020
136/182 [=====================>........] - ETA: 0s - loss: 0.4981
169/182 [==========================>...] - ETA: 0s - loss: 0.4972
182/182 [==============================] - 0s 2ms/step - loss: 0.4971 - val_loss: 0.4822
Epoch 53/100
1/182 [..............................] - ETA: 0s - loss: 0.4076
40/182 [=====>........................] - ETA: 0s - loss: 0.4997
75/182 [===========>..................] - ETA: 0s - loss: 0.4931
114/182 [=================>............] - ETA: 0s - loss: 0.4911
146/182 [=======================>......] - ETA: 0s - loss: 0.4908
182/182 [==============================] - 0s 2ms/step - loss: 0.4913 - val_loss: 0.4789
Epoch 54/100
1/182 [..............................] - ETA: 0s - loss: 0.4444
40/182 [=====>........................] - ETA: 0s - loss: 0.4214
80/182 [============>.................] - ETA: 0s - loss: 0.4504
137/182 [=====================>........] - ETA: 0s - loss: 0.4688
176/182 [============================>.] - ETA: 0s - loss: 0.4727
182/182 [==============================] - 0s 2ms/step - loss: 0.4734 - val_loss: 0.4770
Epoch 55/100
1/182 [..............................] - ETA: 0s - loss: 0.4785
62/182 [=========>....................] - ETA: 0s - loss: 0.4383
121/182 [==================>...........] - ETA: 0s - loss: 0.4561
167/182 [==========================>...] - ETA: 0s - loss: 0.4656
182/182 [==============================] - 0s 2ms/step - loss: 0.4677 - val_loss: 0.4744
Epoch 56/100
1/182 [..............................] - ETA: 0s - loss: 0.8953
47/182 [======>.......................] - ETA: 0s - loss: 0.5273
96/182 [==============>...............] - ETA: 0s - loss: 0.4970
141/182 [======================>.......] - ETA: 0s - loss: 0.4904
182/182 [==============================] - 0s 2ms/step - loss: 0.4901 - val_loss: 0.4695
Epoch 57/100
1/182 [..............................] - ETA: 0s - loss: 0.2309
41/182 [=====>........................] - ETA: 0s - loss: 0.4871
89/182 [=============>................] - ETA: 0s - loss: 0.4853
139/182 [=====================>........] - ETA: 0s - loss: 0.4853
168/182 [==========================>...] - ETA: 0s - loss: 0.4841
182/182 [==============================] - 0s 2ms/step - loss: 0.4840 - val_loss: 0.4669
Epoch 58/100
1/182 [..............................] - ETA: 0s - loss: 0.3930
61/182 [=========>....................] - ETA: 0s - loss: 0.5235
99/182 [===============>..............] - ETA: 0s - loss: 0.5143
133/182 [====================>.........] - ETA: 0s - loss: 0.5077
154/182 [========================>.....] - ETA: 0s - loss: 0.5043
178/182 [============================>.] - ETA: 0s - loss: 0.5009
182/182 [==============================] - 1s 3ms/step - loss: 0.5004 - val_loss: 0.4646
Epoch 59/100
1/182 [..............................] - ETA: 0s - loss: 0.5393
42/182 [=====>........................] - ETA: 0s - loss: 0.5137
88/182 [=============>................] - ETA: 0s - loss: 0.4981
133/182 [====================>.........] - ETA: 0s - loss: 0.4925
177/182 [============================>.] - ETA: 0s - loss: 0.4897
182/182 [==============================] - 0s 2ms/step - loss: 0.4894 - val_loss: 0.4629
Epoch 60/100
1/182 [..............................] - ETA: 0s - loss: 0.6487
61/182 [=========>....................] - ETA: 0s - loss: 0.4842
123/182 [===================>..........] - ETA: 0s - loss: 0.4803
181/182 [============================>.] - ETA: 0s - loss: 0.4793
182/182 [==============================] - 0s 2ms/step - loss: 0.4793 - val_loss: 0.4617
Epoch 61/100
1/182 [..............................] - ETA: 0s - loss: 0.5410
32/182 [====>.........................] - ETA: 0s - loss: 0.5255
53/182 [=======>......................] - ETA: 0s - loss: 0.5186
77/182 [===========>..................] - ETA: 0s - loss: 0.5153
115/182 [=================>............] - ETA: 0s - loss: 0.5073
155/182 [========================>.....] - ETA: 0s - loss: 0.4990
182/182 [==============================] - 1s 4ms/step - loss: 0.4952 - val_loss: 0.4608
Epoch 62/100
1/182 [..............................] - ETA: 0s - loss: 0.5695
20/182 [==>...........................] - ETA: 0s - loss: 0.5214
57/182 [========>.....................] - ETA: 0s - loss: 0.5214
97/182 [==============>...............] - ETA: 0s - loss: 0.5073
128/182 [====================>.........] - ETA: 0s - loss: 0.5003
140/182 [======================>.......] - ETA: 0s - loss: 0.4982
149/182 [=======================>......] - ETA: 0s - loss: 0.4970
182/182 [==============================] - 1s 3ms/step - loss: 0.4926 - val_loss: 0.4583
Epoch 63/100
1/182 [..............................] - ETA: 0s - loss: 0.2185
37/182 [=====>........................] - ETA: 0s - loss: 0.4671
94/182 [==============>...............] - ETA: 0s - loss: 0.4736
139/182 [=====================>........] - ETA: 0s - loss: 0.4738
180/182 [============================>.] - ETA: 0s - loss: 0.4743
182/182 [==============================] - 0s 2ms/step - loss: 0.4743 - val_loss: 0.4545
Epoch 64/100
1/182 [..............................] - ETA: 0s - loss: 0.5023
27/182 [===>..........................] - ETA: 0s - loss: 0.4663
39/182 [=====>........................] - ETA: 0s - loss: 0.4649
53/182 [=======>......................] - ETA: 0s - loss: 0.4666
75/182 [===========>..................] - ETA: 0s - loss: 0.4719
96/182 [==============>...............] - ETA: 0s - loss: 0.4716
143/182 [======================>.......] - ETA: 0s - loss: 0.4736
182/182 [==============================] - 1s 3ms/step - loss: 0.4730 - val_loss: 0.4517
Epoch 65/100
1/182 [..............................] - ETA: 0s - loss: 0.2970
47/182 [======>.......................] - ETA: 0s - loss: 0.3907
91/182 [==============>...............] - ETA: 0s - loss: 0.4198
107/182 [================>.............] - ETA: 0s - loss: 0.4264
133/182 [====================>.........] - ETA: 0s - loss: 0.4346
151/182 [=======================>......] - ETA: 0s - loss: 0.4385
182/182 [==============================] - 1s 3ms/step - loss: 0.4436 - val_loss: 0.4496
Epoch 66/100
1/182 [..............................] - ETA: 0s - loss: 0.4256
29/182 [===>..........................] - ETA: 0s - loss: 0.4616
51/182 [=======>......................] - ETA: 0s - loss: 0.4670
60/182 [========>.....................] - ETA: 0s - loss: 0.4674
75/182 [===========>..................] - ETA: 0s - loss: 0.4674
87/182 [=============>................] - ETA: 0s - loss: 0.4676
108/182 [================>.............] - ETA: 0s - loss: 0.4675
141/182 [======================>.......] - ETA: 0s - loss: 0.4666
159/182 [=========================>....] - ETA: 0s - loss: 0.4669
182/182 [==============================] - 1s 4ms/step - loss: 0.4673 - val_loss: 0.4482
Epoch 67/100
1/182 [..............................] - ETA: 0s - loss: 0.5368
44/182 [======>.......................] - ETA: 0s - loss: 0.4581
92/182 [==============>...............] - ETA: 0s - loss: 0.4574
134/182 [=====================>........] - ETA: 0s - loss: 0.4573
164/182 [==========================>...] - ETA: 0s - loss: 0.4586
182/182 [==============================] - 0s 2ms/step - loss: 0.4594 - val_loss: 0.4471
Epoch 68/100
1/182 [..............................] - ETA: 0s - loss: 0.6967
25/182 [===>..........................] - ETA: 0s - loss: 0.5081
41/182 [=====>........................] - ETA: 0s - loss: 0.5039
64/182 [=========>....................] - ETA: 0s - loss: 0.4951
95/182 [==============>...............] - ETA: 0s - loss: 0.4854
128/182 [====================>.........] - ETA: 0s - loss: 0.4771
161/182 [=========================>....] - ETA: 0s - loss: 0.4747
182/182 [==============================] - 1s 4ms/step - loss: 0.4736 - val_loss: 0.4458
Epoch 69/100
1/182 [..............................] - ETA: 0s - loss: 0.4567
23/182 [==>...........................] - ETA: 0s - loss: 0.4642
46/182 [======>.......................] - ETA: 0s - loss: 0.4787
68/182 [==========>...................] - ETA: 0s - loss: 0.4758
98/182 [===============>..............] - ETA: 0s - loss: 0.4707
135/182 [=====================>........] - ETA: 0s - loss: 0.4667
173/182 [===========================>..] - ETA: 0s - loss: 0.4649
182/182 [==============================] - 0s 3ms/step - loss: 0.4647 - val_loss: 0.4430
Epoch 70/100
1/182 [..............................] - ETA: 0s - loss: 0.7488
37/182 [=====>........................] - ETA: 0s - loss: 0.4697
59/182 [========>.....................] - ETA: 0s - loss: 0.4665
81/182 [============>.................] - ETA: 0s - loss: 0.4673
106/182 [================>.............] - ETA: 0s - loss: 0.4675
143/182 [======================>.......] - ETA: 0s - loss: 0.4661
175/182 [===========================>..] - ETA: 0s - loss: 0.4659
182/182 [==============================] - 1s 3ms/step - loss: 0.4656 - val_loss: 0.4407
Epoch 71/100
1/182 [..............................] - ETA: 0s - loss: 0.4829
23/182 [==>...........................] - ETA: 0s - loss: 0.4482
58/182 [========>.....................] - ETA: 0s - loss: 0.4556
84/182 [============>.................] - ETA: 0s - loss: 0.4600
108/182 [================>.............] - ETA: 0s - loss: 0.4601
156/182 [========================>.....] - ETA: 0s - loss: 0.4580
182/182 [==============================] - 0s 2ms/step - loss: 0.4578 - val_loss: 0.4399
Epoch 72/100
1/182 [..............................] - ETA: 0s - loss: 0.2437
46/182 [======>.......................] - ETA: 0s - loss: 0.4257
92/182 [==============>...............] - ETA: 0s - loss: 0.4415
111/182 [=================>............] - ETA: 0s - loss: 0.4432
112/182 [=================>............] - ETA: 0s - loss: 0.4433
119/182 [==================>...........] - ETA: 0s - loss: 0.4437
153/182 [========================>.....] - ETA: 0s - loss: 0.4447
182/182 [==============================] - 1s 3ms/step - loss: 0.4463 - val_loss: 0.4366
Epoch 73/100
1/182 [..............................] - ETA: 0s - loss: 0.2307
63/182 [=========>....................] - ETA: 0s - loss: 0.3997
122/182 [===================>..........] - ETA: 0s - loss: 0.4201
164/182 [==========================>...] - ETA: 0s - loss: 0.4283
182/182 [==============================] - 0s 2ms/step - loss: 0.4310 - val_loss: 0.4355
Epoch 74/100
1/182 [..............................] - ETA: 0s - loss: 0.4295
14/182 [=>............................] - ETA: 0s - loss: 0.4456
50/182 [=======>......................] - ETA: 0s - loss: 0.4843
74/182 [===========>..................] - ETA: 0s - loss: 0.4912
108/182 [================>.............] - ETA: 0s - loss: 0.4881
161/182 [=========================>....] - ETA: 0s - loss: 0.4803
182/182 [==============================] - 0s 2ms/step - loss: 0.4773 - val_loss: 0.4345
Epoch 75/100
1/182 [..............................] - ETA: 0s - loss: 0.3089
50/182 [=======>......................] - ETA: 0s - loss: 0.4309
112/182 [=================>............] - ETA: 0s - loss: 0.4462
165/182 [==========================>...] - ETA: 0s - loss: 0.4500
182/182 [==============================] - 0s 2ms/step - loss: 0.4503 - val_loss: 0.4319
Epoch 76/100
1/182 [..............................] - ETA: 0s - loss: 0.5108
58/182 [========>.....................] - ETA: 0s - loss: 0.4589
119/182 [==================>...........] - ETA: 0s - loss: 0.4618
173/182 [===========================>..] - ETA: 0s - loss: 0.4596
182/182 [==============================] - 0s 2ms/step - loss: 0.4592 - val_loss: 0.4304
Epoch 77/100
1/182 [..............................] - ETA: 0s - loss: 0.2879
35/182 [====>.........................] - ETA: 0s - loss: 0.4581
77/182 [===========>..................] - ETA: 0s - loss: 0.4576
130/182 [====================>.........] - ETA: 0s - loss: 0.4548
182/182 [==============================] - 0s 2ms/step - loss: 0.4528 - val_loss: 0.4287
Epoch 78/100
1/182 [..............................] - ETA: 0s - loss: 0.5230
33/182 [====>.........................] - ETA: 0s - loss: 0.4318
67/182 [==========>...................] - ETA: 0s - loss: 0.4262
123/182 [===================>..........] - ETA: 0s - loss: 0.4264
174/182 [===========================>..] - ETA: 0s - loss: 0.4308
182/182 [==============================] - 0s 2ms/step - loss: 0.4316 - val_loss: 0.4261
Epoch 79/100
1/182 [..............................] - ETA: 0s - loss: 0.3503
49/182 [=======>......................] - ETA: 0s - loss: 0.4650
112/182 [=================>............] - ETA: 0s - loss: 0.4536
177/182 [============================>.] - ETA: 0s - loss: 0.4496
182/182 [==============================] - 0s 2ms/step - loss: 0.4495 - val_loss: 0.4247
Epoch 80/100
1/182 [..............................] - ETA: 0s - loss: 0.5105
59/182 [========>.....................] - ETA: 0s - loss: 0.4383
95/182 [==============>...............] - ETA: 0s - loss: 0.4360
133/182 [====================>.........] - ETA: 0s - loss: 0.4392
173/182 [===========================>..] - ETA: 0s - loss: 0.4418
182/182 [==============================] - 0s 2ms/step - loss: 0.4421 - val_loss: 0.4230
Epoch 81/100
1/182 [..............................] - ETA: 0s - loss: 0.4461
66/182 [=========>....................] - ETA: 0s - loss: 0.4452
118/182 [==================>...........] - ETA: 0s - loss: 0.4467
171/182 [===========================>..] - ETA: 0s - loss: 0.4434
182/182 [==============================] - 0s 2ms/step - loss: 0.4434 - val_loss: 0.4222
Epoch 82/100
1/182 [..............................] - ETA: 0s - loss: 0.1425
41/182 [=====>........................] - ETA: 0s - loss: 0.4029
84/182 [============>.................] - ETA: 0s - loss: 0.4098
144/182 [======================>.......] - ETA: 0s - loss: 0.4182
182/182 [==============================] - 0s 2ms/step - loss: 0.4225 - val_loss: 0.4200
Epoch 83/100
1/182 [..............................] - ETA: 0s - loss: 0.2073
61/182 [=========>....................] - ETA: 0s - loss: 0.4418
116/182 [==================>...........] - ETA: 0s - loss: 0.4425
160/182 [=========================>....] - ETA: 0s - loss: 0.4437
182/182 [==============================] - 0s 2ms/step - loss: 0.4437 - val_loss: 0.4198
Epoch 84/100
1/182 [..............................] - ETA: 0s - loss: 0.3891
66/182 [=========>....................] - ETA: 0s - loss: 0.4649
126/182 [===================>..........] - ETA: 0s - loss: 0.4567
182/182 [==============================] - 0s 1ms/step - loss: 0.4520 - val_loss: 0.4184
Epoch 85/100
1/182 [..............................] - ETA: 0s - loss: 0.5075
43/182 [======>.......................] - ETA: 0s - loss: 0.4372
82/182 [============>.................] - ETA: 0s - loss: 0.4445
134/182 [=====================>........] - ETA: 0s - loss: 0.4416
181/182 [============================>.] - ETA: 0s - loss: 0.4405
182/182 [==============================] - 0s 2ms/step - loss: 0.4405 - val_loss: 0.4164
Epoch 86/100
1/182 [..............................] - ETA: 0s - loss: 0.3756
25/182 [===>..........................] - ETA: 0s - loss: 0.4610
49/182 [=======>......................] - ETA: 0s - loss: 0.4630
72/182 [==========>...................] - ETA: 0s - loss: 0.4599
105/182 [================>.............] - ETA: 0s - loss: 0.4565
141/182 [======================>.......] - ETA: 0s - loss: 0.4519
180/182 [============================>.] - ETA: 0s - loss: 0.4491
182/182 [==============================] - 0s 2ms/step - loss: 0.4489 - val_loss: 0.4155
Epoch 87/100
1/182 [..............................] - ETA: 0s - loss: 0.3541
54/182 [=======>......................] - ETA: 0s - loss: 0.4388
85/182 [=============>................] - ETA: 0s - loss: 0.4425
118/182 [==================>...........] - ETA: 0s - loss: 0.4419
153/182 [========================>.....] - ETA: 0s - loss: 0.4396
182/182 [==============================] - 0s 2ms/step - loss: 0.4391 - val_loss: 0.4145
Epoch 88/100
1/182 [..............................] - ETA: 0s - loss: 0.4454
55/182 [========>.....................] - ETA: 0s - loss: 0.3604
108/182 [================>.............] - ETA: 0s - loss: 0.3806
164/182 [==========================>...] - ETA: 0s - loss: 0.3943
182/182 [==============================] - 0s 2ms/step - loss: 0.3982 - val_loss: 0.4127
Epoch 89/100
1/182 [..............................] - ETA: 0s - loss: 0.5442
40/182 [=====>........................] - ETA: 0s - loss: 0.4638
76/182 [===========>..................] - ETA: 0s - loss: 0.4638
113/182 [=================>............] - ETA: 0s - loss: 0.4637
156/182 [========================>.....] - ETA: 0s - loss: 0.4598
182/182 [==============================] - 0s 3ms/step - loss: 0.4569 - val_loss: 0.4118
Epoch 90/100
1/182 [..............................] - ETA: 0s - loss: 0.3418
51/182 [=======>......................] - ETA: 0s - loss: 0.4225
103/182 [===============>..............] - ETA: 0s - loss: 0.4294
144/182 [======================>.......] - ETA: 0s - loss: 0.4335
182/182 [==============================] - 0s 2ms/step - loss: 0.4343 - val_loss: 0.4106
Epoch 91/100
1/182 [..............................] - ETA: 0s - loss: 0.3525
19/182 [==>...........................] - ETA: 0s - loss: 0.4947
44/182 [======>.......................] - ETA: 0s - loss: 0.4793
79/182 [============>.................] - ETA: 0s - loss: 0.4706
115/182 [=================>............] - ETA: 0s - loss: 0.4633
142/182 [======================>.......] - ETA: 0s - loss: 0.4575
172/182 [===========================>..] - ETA: 0s - loss: 0.4525
182/182 [==============================] - 0s 3ms/step - loss: 0.4512 - val_loss: 0.4094
Epoch 92/100
1/182 [..............................] - ETA: 0s - loss: 0.3148
16/182 [=>............................] - ETA: 0s - loss: 0.3966
42/182 [=====>........................] - ETA: 0s - loss: 0.4110
66/182 [=========>....................] - ETA: 0s - loss: 0.4129
88/182 [=============>................] - ETA: 0s - loss: 0.4145
109/182 [================>.............] - ETA: 0s - loss: 0.4146
123/182 [===================>..........] - ETA: 0s - loss: 0.4157
146/182 [=======================>......] - ETA: 0s - loss: 0.4173
167/182 [==========================>...] - ETA: 0s - loss: 0.4193
182/182 [==============================] - 1s 6ms/step - loss: 0.4206 - val_loss: 0.4079
Epoch 93/100
1/182 [..............................] - ETA: 0s - loss: 0.3309
25/182 [===>..........................] - ETA: 0s - loss: 0.4019
26/182 [===>..........................] - ETA: 1s - loss: 0.4024
40/182 [=====>........................] - ETA: 0s - loss: 0.4038
64/182 [=========>....................] - ETA: 0s - loss: 0.4057
93/182 [==============>...............] - ETA: 0s - loss: 0.4104
120/182 [==================>...........] - ETA: 0s - loss: 0.4129
153/182 [========================>.....] - ETA: 0s - loss: 0.4140
182/182 [==============================] - 1s 4ms/step - loss: 0.4162 - val_loss: 0.4064
Epoch 94/100
1/182 [..............................] - ETA: 0s - loss: 0.4295
57/182 [========>.....................] - ETA: 0s - loss: 0.4484
106/182 [================>.............] - ETA: 0s - loss: 0.4368
156/182 [========================>.....] - ETA: 0s - loss: 0.4348
182/182 [==============================] - 0s 2ms/step - loss: 0.4341 - val_loss: 0.4056
Epoch 95/100
1/182 [..............................] - ETA: 0s - loss: 0.8852
49/182 [=======>......................] - ETA: 0s - loss: 0.4891
83/182 [============>.................] - ETA: 0s - loss: 0.4664
96/182 [==============>...............] - ETA: 0s - loss: 0.4617
117/182 [==================>...........] - ETA: 0s - loss: 0.4561
154/182 [========================>.....] - ETA: 0s - loss: 0.4488
182/182 [==============================] - 0s 3ms/step - loss: 0.4457 - val_loss: 0.4046
Epoch 96/100
1/182 [..............................] - ETA: 0s - loss: 0.1264
45/182 [======>.......................] - ETA: 0s - loss: 0.3846
68/182 [==========>...................] - ETA: 0s - loss: 0.3986
108/182 [================>.............] - ETA: 0s - loss: 0.4127
129/182 [====================>.........] - ETA: 0s - loss: 0.4155
145/182 [======================>.......] - ETA: 0s - loss: 0.4169
182/182 [==============================] - 0s 3ms/step - loss: 0.4198 - val_loss: 0.4033
Epoch 97/100
1/182 [..............................] - ETA: 0s - loss: 0.3810
46/182 [======>.......................] - ETA: 0s - loss: 0.3682
88/182 [=============>................] - ETA: 0s - loss: 0.3821
126/182 [===================>..........] - ETA: 0s - loss: 0.3894
170/182 [===========================>..] - ETA: 0s - loss: 0.3977
182/182 [==============================] - 0s 2ms/step - loss: 0.3999 - val_loss: 0.4026
Epoch 98/100
1/182 [..............................] - ETA: 0s - loss: 0.3750
38/182 [=====>........................] - ETA: 0s - loss: 0.4204
73/182 [===========>..................] - ETA: 0s - loss: 0.4203
105/182 [================>.............] - ETA: 0s - loss: 0.4196
141/182 [======================>.......] - ETA: 0s - loss: 0.4190
143/182 [======================>.......]
- ETA: 0s - loss: 0.4189
144/182 [======================>.......] - ETA: 0s - loss: 0.4189
180/182 [============================>.] - ETA: 0s - loss: 0.4196
182/182 [==============================] - 1s 3ms/step - loss: 0.4197 - val_loss: 0.4015
Epoch 99/100
1/182 [..............................] - ETA: 0s - loss: 0.3783
58/182 [========>.....................] - ETA: 0s - loss: 0.3848
113/182 [=================>............] - ETA: 0s - loss: 0.4027
169/182 [==========================>...] - ETA: 0s - loss: 0.4117
182/182 [==============================] - 0s 2ms/step - loss: 0.4129 - val_loss: 0.4005
Epoch 100/100
1/182 [..............................] - ETA: 0s - loss: 0.4793
55/182 [========>.....................] - ETA: 0s - loss: 0.3785
104/182 [================>.............] - ETA: 0s - loss: 0.3948
150/182 [=======================>......] - ETA: 0s - loss: 0.4018
182/182 [==============================] - 0s 2ms/step - loss: 0.4058 - val_loss: 0.4001
1/182 [..............................] - ETA: 7s - loss: 0.4334
47/182 [======>.......................] - ETA: 0s - loss: 0.4531
99/182 [===============>..............] - ETA: 0s - loss: 0.4091
157/182 [========================>.....] - ETA: 0s - loss: 0.4152
182/182 [==============================] - 0s 973us/step - loss: 0.4306
[CV] END learning_rate=0.00037078874137762145, n_hidden=1, n_neurons=51; total time= 43.5s
Epoch 1/100
1/182 [..............................] - ETA: 1:17 - loss: 6.0701
25/182 [===>..........................] - ETA: 0s - loss: 5.2333
29/182 [===>..........................] - ETA: 0s - loss: 5.1247
63/182 [=========>....................] - ETA: 0s - loss: 4.4226
109/182 [================>.............] - ETA: 0s - loss: 3.7938
146/182 [=======================>......] - ETA: 0s - loss: 3.4337
170/182 [===========================>..] - ETA: 0s - loss: 3.2483
182/182 [==============================] - 1s 5ms/step - loss: 3.1608 - val_loss: 2.2380
Epoch 2/100
1/182 [..............................] - ETA: 0s - loss: 0.9833
50/182 [=======>......................] - ETA: 0s - loss: 0.9254
104/182 [================>.............] - ETA: 0s - loss: 0.9129
160/182 [=========================>....] - ETA: 0s - loss: 0.8926
182/182 [==============================] - 0s 2ms/step - loss: 0.8843 - val_loss: 1.2237
Epoch 3/100
1/182 [..............................] - ETA: 0s - loss: 0.6022
45/182 [======>.......................] - ETA: 0s - loss: 0.7261
70/182 [==========>...................] - ETA: 0s - loss: 0.7248
107/182 [================>.............] - ETA: 0s - loss: 0.7208
121/182 [==================>...........] - ETA: 0s - loss: 0.7192
147/182 [=======================>......] - ETA: 0s - loss: 0.7149
171/182 [===========================>..] - ETA: 0s - loss: 0.7103
182/182 [==============================] - 0s 2ms/step - loss: 0.7076 - val_loss: 0.7970
Epoch 4/100
1/182 [..............................] - ETA: 0s - loss: 0.4889
50/182 [=======>......................] - ETA: 0s - loss: 0.6103
103/182 [===============>..............] - ETA: 0s - loss: 0.6004
149/182 [=======================>......] - ETA: 0s - loss: 0.5979
182/182 [==============================] - 0s 2ms/step - loss: 0.5994 - val_loss: 0.5766
Epoch 5/100
1/182 [..............................] - ETA: 0s - loss: 0.3828
46/182 [======>.......................] - ETA: 0s - loss: 0.5070
74/182 [===========>..................] - ETA: 0s - loss: 0.5262
123/182 [===================>..........] - ETA: 0s - loss: 0.5411
176/182 [============================>.] - ETA: 0s - loss: 0.5473
182/182 [==============================] - 0s 2ms/step - loss: 0.5477 - val_loss: 0.5082
Epoch 6/100
1/182 [..............................] - ETA: 0s - loss: 0.5365
58/182 [========>.....................] - ETA: 0s - loss: 0.5404
113/182 [=================>............] - ETA: 0s - loss: 0.5384
166/182 [==========================>...] - ETA: 0s - loss: 0.5379
182/182 [==============================] - 0s 2ms/step - loss: 0.5367 - val_loss: 0.5167
Epoch 7/100
1/182 [..............................] - ETA: 0s - loss: 0.4520
55/182 [========>.....................] - ETA: 0s - loss: 0.4676
100/182 [===============>..............] - ETA: 0s - loss: 0.4721
139/182 [=====================>........] - ETA: 0s - loss: 0.4752
174/182 [===========================>..] - ETA: 0s - loss: 0.4784
182/182 [==============================] - 0s 2ms/step - loss: 0.4794 - val_loss: 0.5542
Epoch 8/100
1/182 [..............................] - ETA: 0s - loss: 0.3049
52/182 [=======>......................] - ETA: 0s - loss: 0.4633
109/182 [================>.............] - ETA: 0s - loss: 0.4657
163/182 [=========================>....] - ETA: 0s - loss: 0.4699
182/182 [==============================] - 0s 2ms/step - loss: 0.4709 - val_loss: 0.6235
Epoch 9/100
1/182 [..............................] - ETA: 0s - loss: 0.5629
35/182 [====>.........................] - ETA: 0s - loss: 0.5447
72/182 [==========>...................] - ETA: 0s - loss: 0.5000
112/182 [=================>............] - ETA: 0s - loss: 0.4844
135/182 [=====================>........] - ETA: 0s - loss: 0.4791
182/182 [==============================] - 0s 2ms/step - loss: 0.4741 - val_loss: 0.6793
Epoch 10/100
1/182 [..............................] - ETA: 0s - loss: 0.5040
50/182 [=======>......................] - ETA: 0s - loss: 0.4525
86/182 [=============>................] - ETA: 0s - loss: 0.4513
114/182 [=================>............] - ETA: 0s - loss: 0.4525
161/182 [=========================>....] - ETA: 0s - loss: 0.4509
182/182 [==============================] - 0s 2ms/step - loss: 0.4508 - val_loss: 0.7371
Epoch 11/100
1/182 [..............................] - ETA: 0s - loss: 0.5067
53/182 [=======>......................] - ETA: 0s - loss: 0.4582
105/182 [================>.............] - ETA: 0s - loss: 0.4553
154/182 [========================>.....] - ETA: 0s - loss: 0.4531
182/182 [==============================] - 0s 2ms/step - loss: 0.4520 - val_loss: 0.8258
Epoch 12/100
1/182 [..............................] - ETA: 0s - loss: 0.6082
44/182 [======>.......................] - ETA: 0s - loss: 0.4510
80/182 [============>.................] - ETA: 0s - loss: 0.4402
131/182 [====================>.........] - ETA: 0s - loss: 0.4411
182/182 [==============================] - ETA: 0s - loss: 0.4389
182/182 [==============================] - 0s 2ms/step - loss: 0.4389 - val_loss: 0.8264
Epoch 13/100
1/182 [..............................] - ETA: 0s - loss: 0.3766
43/182 [======>.......................] - ETA: 0s - loss: 0.4276
58/182 [========>.....................] - ETA: 0s - loss: 0.4252
77/182 [===========>..................] - ETA: 0s - loss: 0.4216
110/182 [=================>............] - ETA: 0s - loss: 0.4202
153/182 [========================>.....] - ETA: 0s - loss: 0.4213
182/182 [==============================] - ETA: 0s - loss: 0.4218
182/182 [==============================] - 0s 2ms/step - loss: 0.4218 - val_loss: 0.8451
Epoch 14/100
1/182 [..............................] - ETA: 0s - loss: 0.4534
48/182 [======>.......................] - ETA: 0s - loss: 0.4220
84/182 [============>.................] - ETA: 0s - loss: 0.4217
125/182 [===================>..........] - ETA: 0s - loss: 0.4259
179/182 [============================>.] - ETA: 0s - loss: 0.4243
182/182 [==============================] - 0s 2ms/step - loss: 0.4241 - val_loss: 0.8747
Epoch 15/100
1/182 [..............................] - ETA: 0s - loss: 0.5901
44/182 [======>.......................] - ETA: 0s - loss: 0.4315
87/182 [=============>................] - ETA: 0s - loss: 0.4200
129/182 [====================>.........] - ETA: 0s - loss: 0.4139
182/182 [==============================] - 0s 2ms/step - loss: 0.4111 - val_loss: 0.8440
1/182 [..............................] - ETA: 4s - loss: 0.6670
43/182 [======>.......................] - ETA: 0s - loss: 0.3799
80/182 [============>.................] - ETA: 0s - loss: 0.4001
136/182 [=====================>........] - ETA: 0s - loss: 0.4256
182/182 [==============================] - 0s 1ms/step - loss: 0.4302
[CV] END learning_rate=0.0016535051383872363, n_hidden=2, n_neurons=70; total time= 6.6s
Epoch 1/100
1/182 [..............................] - ETA: 1:08 - loss: 5.0724
43/182 [======>.......................] - ETA: 0s - loss: 4.5646
91/182 [==============>...............] - ETA: 0s - loss: 3.6990
135/182 [=====================>........] - ETA: 0s - loss: 3.1854
162/182 [=========================>....] - ETA: 0s - loss: 2.9560
182/182 [==============================] - 1s 3ms/step - loss: 2.8100 - val_loss: 1.4267
Epoch 2/100
1/182 [..............................] - ETA: 0s - loss: 0.7154
55/182 [========>.....................] - ETA: 0s - loss: 0.7649
108/182 [================>.............] - ETA: 0s - loss: 0.7457
162/182 [=========================>....] - ETA: 0s - loss: 0.7331
182/182 [==============================] - 0s 2ms/step - loss: 0.7318 - val_loss: 1.9744
Epoch 3/100
1/182 [..............................] - ETA: 0s - loss: 0.8307
51/182 [=======>......................] - ETA: 0s - loss: 0.6475
104/182 [================>.............] - ETA: 0s - loss: 0.6414
145/182 [======================>.......] - ETA: 0s - loss: 0.6397
182/182 [==============================] - 0s 2ms/step - loss: 0.6407 - val_loss: 0.6863
Epoch 4/100
1/182 [..............................] - ETA: 0s - loss: 0.6989
20/182 [==>...........................] - ETA: 0s - loss: 0.6164
72/182 [==========>...................] - ETA: 0s - loss: 0.6216
124/182 [===================>..........] - ETA: 0s - loss: 0.6194
165/182 [==========================>...] - ETA: 0s - loss: 0.6168
182/182 [==============================] - 0s 2ms/step - loss: 0.6152 - val_loss: 0.6143
Epoch 5/100
1/182 [..............................] - ETA: 0s - loss: 0.4032
57/182 [========>.....................] - ETA: 0s - loss: 0.5655
114/182 [=================>............] - ETA: 0s - loss: 0.5671
170/182 [===========================>..] - ETA: 0s - loss: 0.5667
182/182 [==============================] - 0s 2ms/step - loss: 0.5664 - val_loss: 0.6503
Epoch 6/100
1/182 [..............................] - ETA: 0s - loss: 0.5024
52/182 [=======>......................] - ETA: 0s - loss: 0.5104
84/182 [============>.................] - ETA: 0s - loss: 0.5264
127/182 [===================>..........] - ETA: 0s - loss: 0.5297
172/182 [===========================>..] - ETA: 0s - loss: 0.5307
182/182 [==============================] - 0s 2ms/step - loss: 0.5310 - val_loss: 0.4967
Epoch 7/100
1/182 [..............................] - ETA: 0s - loss: 0.6325
54/182 [=======>......................] - ETA: 0s - loss: 0.5192
104/182 [================>.............] - ETA: 0s - loss: 0.5114
153/182 [========================>.....] - ETA: 0s - loss: 0.5097
182/182 [==============================] - 0s 2ms/step - loss: 0.5094 - val_loss: 0.6220
Epoch 8/100
1/182 [..............................] - ETA: 0s - loss: 0.8109
53/182 [=======>......................] - ETA: 0s - loss: 0.5067
106/182 [================>.............] - ETA: 0s - loss: 0.4895
159/182 [=========================>....] - ETA: 0s - loss: 0.4891
182/182 [==============================] - 0s 2ms/step - loss: 0.4891 - val_loss: 0.4717
Epoch 9/100
1/182 [..............................] - ETA: 0s - loss: 0.2893
54/182 [=======>......................] - ETA: 0s - loss: 0.4251
102/182 [===============>..............] - ETA: 0s - loss: 0.4371
153/182 [========================>.....] - ETA: 0s - loss: 0.4467
182/182 [==============================] - 0s 2ms/step - loss: 0.4513 - val_loss: 0.5200
Epoch 10/100
1/182 [..............................] - ETA: 0s - loss: 0.7461
53/182 [=======>......................] - ETA: 0s - loss: 0.5267
98/182 [===============>..............] - ETA: 0s - loss: 0.4935
144/182 [======================>.......] - ETA: 0s - loss: 0.4790
182/182 [==============================] - 0s 2ms/step - loss: 0.4739 - val_loss: 0.4525
Epoch 11/100
1/182 [..............................] - ETA: 0s - loss: 0.3738
53/182 [=======>......................] - ETA: 0s - loss: 0.4514
105/182 [================>.............] - ETA: 0s - loss: 0.4526
160/182 [=========================>....] - ETA: 0s - loss: 0.4508
182/182 [==============================] - 0s 2ms/step - loss: 0.4501 - val_loss: 0.5758
Epoch 12/100
1/182 [..............................] - ETA: 0s - loss: 0.3579
53/182 [=======>......................] - ETA: 0s - loss: 0.4520
102/182 [===============>..............] - ETA: 0s - loss: 0.4588
153/182 [========================>.....] - ETA: 0s - loss: 0.4536
182/182 [==============================] - 0s 2ms/step - loss: 0.4506 - val_loss: 0.4221
Epoch 13/100
1/182 [..............................] - ETA: 0s - loss: 0.5520
42/182 [=====>........................] - ETA: 0s - loss: 0.4775
90/182 [=============>................] - ETA: 0s - loss: 0.4597
143/182 [======================>.......] - ETA: 0s - loss: 0.4506
182/182 [==============================] - 0s 2ms/step - loss: 0.4463 - val_loss: 0.4266
Epoch 14/100
1/182 [..............................] - ETA: 0s - loss: 0.7348
50/182 [=======>......................] - ETA: 0s - loss: 0.3874
101/182 [===============>..............] - ETA: 0s - loss: 0.3949
152/182 [========================>.....] - ETA: 0s - loss: 0.4014
177/182 [============================>.] - ETA: 0s - loss: 0.4035
182/182 [==============================] - 0s 3ms/step - loss: 0.4040 - val_loss: 0.4303
Epoch 15/100
1/182 [..............................] - ETA: 0s - loss: 0.2605
28/182 [===>..........................] - ETA: 0s - loss: 0.3641
55/182 [========>.....................] - ETA: 0s - loss: 0.3929
84/182 [============>.................] - ETA: 0s - loss: 0.4057
129/182 [====================>.........] - ETA: 0s - loss: 0.4119
172/182 [===========================>..] - ETA: 0s - loss: 0.4154
182/182 [==============================] - 0s 2ms/step - loss: 0.4154 - val_loss: 0.3888
Epoch 16/100
1/182 [..............................] - ETA: 0s - loss: 0.2427
43/182 [======>.......................] - ETA: 0s - loss: 0.4255
68/182 [==========>...................] - ETA: 0s - loss: 0.4332
87/182 [=============>................] - ETA: 0s - loss: 0.4325
112/182 [=================>............] - ETA: 0s - loss: 0.4270
157/182 [========================>.....] - ETA: 0s - loss: 0.4216
182/182 [==============================] - 1s 3ms/step - loss: 0.4200 - val_loss: 0.3921
Epoch 17/100
1/182 [..............................] - ETA: 1s - loss: 0.6748
29/182 [===>..........................] - ETA: 0s - loss: 0.4567
60/182 [========>.....................] - ETA: 0s - loss: 0.4240
108/182 [================>.............] - ETA: 0s - loss: 0.4075
144/182 [======================>.......] - ETA: 0s - loss: 0.4052
174/182 [===========================>..] - ETA: 0s - loss: 0.4046
182/182 [==============================] - 1s 3ms/step - loss: 0.4045 - val_loss: 0.5024
Epoch 18/100
1/182 [..............................] - ETA: 0s - loss: 0.4742
36/182 [====>.........................] - ETA: 0s - loss: 0.3990
76/182 [===========>..................] - ETA: 0s - loss: 0.4047
118/182 [==================>...........] - ETA: 0s - loss: 0.4072
166/182 [==========================>...] - ETA: 0s - loss: 0.4079
182/182 [==============================] - 0s 2ms/step - loss: 0.4073 - val_loss: 0.5008
Epoch 19/100
1/182 [..............................] - ETA: 0s - loss: 0.3510
21/182 [==>...........................] - ETA: 0s - loss: 0.4679
44/182 [======>.......................] - ETA: 0s - loss: 0.4550
74/182 [===========>..................] - ETA: 0s - loss: 0.4458
116/182 [==================>...........] - ETA: 0s - loss: 0.4352
156/182 [========================>.....] - ETA: 0s - loss: 0.4290
182/182 [==============================] - 1s 3ms/step - loss: 0.4253 - val_loss: 1.0808
Epoch 20/100
1/182 [..............................] - ETA: 1s - loss: 0.3047
18/182 [=>............................] - ETA: 0s - loss: 0.3698
49/182 [=======>......................] - ETA: 0s - loss: 0.4048
75/182 [===========>..................] - ETA: 0s - loss: 0.4077
78/182 [===========>..................]
- ETA: 0s - loss: 0.4076
87/182 [=============>................]
- ETA: 0s - loss: 0.4068
88/182 [=============>................] - ETA: 0s - loss: 0.4067
114/182 [=================>............] - ETA: 0s - loss: 0.4036
148/182 [=======================>......] - ETA: 0s - loss: 0.4060
174/182 [===========================>..]
- ETA: 0s - loss: 0.4074
182/182 [==============================] - 1s 4ms/step - loss: 0.4075 - val_loss: 0.8791
Epoch 21/100
1/182 [..............................] - ETA: 0s - loss: 0.4514
42/182 [=====>........................] - ETA: 0s - loss: 0.4102
82/182 [============>.................] - ETA: 0s - loss: 0.4021
122/182 [===================>..........] - ETA: 0s - loss: 0.4027
156/182 [========================>.....] - ETA: 0s - loss: 0.4027
182/182 [==============================] - 0s 2ms/step - loss: 0.4027 - val_loss: 1.3800
Epoch 22/100
1/182 [..............................] - ETA: 0s - loss: 0.4745
50/182 [=======>......................] - ETA: 0s - loss: 0.4316
90/182 [=============>................] - ETA: 0s - loss: 0.4310
113/182 [=================>............] - ETA: 0s - loss: 0.4297
127/182 [===================>..........] - ETA: 0s - loss: 0.4285
134/182 [=====================>........] - ETA: 0s - loss: 0.4282
168/182 [==========================>...] - ETA: 0s - loss: 0.4261
182/182 [==============================] - 1s 3ms/step - loss: 0.4247 - val_loss: 0.5383
Epoch 23/100
1/182 [..............................] - ETA: 2s - loss: 0.2503
18/182 [=>............................] - ETA: 0s - loss: 0.3532
56/182 [========>.....................] - ETA: 0s - loss: 0.3699
107/182 [================>.............] - ETA: 0s - loss: 0.3807
158/182 [=========================>....] - ETA: 0s - loss: 0.3842
182/182 [==============================] - 0s 2ms/step - loss: 0.3848 - val_loss: 0.6517
Epoch 24/100
1/182 [..............................] - ETA: 0s - loss: 0.3468
48/182 [======>.......................] - ETA: 0s - loss: 0.3605
76/182 [===========>..................] - ETA: 0s - loss: 0.3638
99/182 [===============>..............] - ETA: 0s - loss: 0.3660
124/182 [===================>..........] - ETA: 0s - loss: 0.3691
138/182 [=====================>........] - ETA: 0s - loss: 0.3704
165/182 [==========================>...] - ETA: 0s - loss: 0.3725
182/182 [==============================] - 1s 4ms/step - loss: 0.3739 - val_loss: 0.3938
Epoch 25/100
1/182 [..............................] - ETA: 0s - loss: 0.1655
36/182 [====>.........................] - ETA: 0s - loss: 0.3274
74/182 [===========>..................] - ETA: 0s - loss: 0.3341
118/182 [==================>...........] - ETA: 0s - loss: 0.3486
130/182 [====================>.........] - ETA: 0s - loss: 0.3508
151/182 [=======================>......] - ETA: 0s - loss: 0.3550
173/182 [===========================>..] - ETA: 0s - loss: 0.3590
182/182 [==============================] - 1s 3ms/step - loss: 0.3603 - val_loss: 0.3944
1/182 [..............................] - ETA: 5s - loss: 0.4122
55/182 [========>.....................] - ETA: 0s - loss: 0.4040
109/182 [================>.............] - ETA: 0s - loss: 0.3713
155/182 [========================>.....] - ETA: 0s - loss: 0.3760
172/182 [===========================>..] - ETA: 0s - loss: 0.3844
182/182 [==============================] - 0s 1ms/step - loss: 0.3898
[CV] END learning_rate=0.0016535051383872363, n_hidden=2, n_neurons=70; total time= 11.2s
Epoch 1/100
1/182 [..............................] - ETA: 48s - loss: 9.2462
3/182 [..............................] - ETA: 5s - loss: 7.6726
4/182 [..............................] - ETA: 8s - loss: 7.5478
35/182 [====>.........................] - ETA: 0s - loss: 5.0941
37/182 [=====>........................] - ETA: 0s - loss: 4.9953
71/182 [==========>...................] - ETA: 0s - loss: 3.8421
120/182 [==================>...........] - ETA: 0s - loss: 3.0068
166/182 [==========================>...] - ETA: 0s - loss: 2.5642
182/182 [==============================] - 1s 4ms/step - loss: 2.4434 - val_loss: 5.5960
Epoch 2/100
1/182 [..............................] - ETA: 0s - loss: 0.4519
53/182 [=======>......................] - ETA: 0s - loss: 0.5435
106/182 [================>.............] - ETA: 0s - loss: 0.5623
160/182 [=========================>....] - ETA: 0s - loss: 0.5645
182/182 [==============================] - 0s 2ms/step - loss: 0.5642 - val_loss: 23.9245
Epoch 3/100
1/182 [..............................] - ETA: 0s - loss: 0.2493
44/182 [======>.......................] - ETA: 0s - loss: 0.5471
93/182 [==============>...............] - ETA: 0s - loss: 0.5442
152/182 [========================>.....] - ETA: 0s - loss: 0.5400
182/182 [==============================] - 0s 2ms/step - loss: 0.5356 - val_loss: 37.8842
Epoch 4/100
1/182 [..............................] - ETA: 0s - loss: 0.3748
52/182 [=======>......................] - ETA: 0s - loss: 0.4801
104/182 [================>.............] - ETA: 0s - loss: 0.4718
161/182 [=========================>....] - ETA: 0s - loss: 0.4732
182/182 [==============================] - 0s 2ms/step - loss: 0.4754 - val_loss: 43.5274
Epoch 5/100
1/182 [..............................] - ETA: 0s - loss: 0.3301
62/182 [=========>....................] - ETA: 0s - loss: 0.4381
124/182 [===================>..........] - ETA: 0s - loss: 0.4565
170/182 [===========================>..] - ETA: 0s - loss: 0.4640
182/182 [==============================] - 0s 2ms/step - loss: 0.4654 - val_loss: 47.4804
Epoch 6/100
1/182 [..............................] - ETA: 0s - loss: 0.4053
64/182 [=========>....................] - ETA: 0s - loss: 0.5061
125/182 [===================>..........] - ETA: 0s - loss: 0.4985
182/182 [==============================] - 0s 1ms/step - loss: 0.4950 - val_loss: 50.1291
Epoch 7/100
1/182 [..............................] - ETA: 0s - loss: 0.3388
46/182 [======>.......................] - ETA: 0s - loss: 0.4318
96/182 [==============>...............] - ETA: 0s - loss: 0.4450
138/182 [=====================>........] - ETA: 0s - loss: 0.4506
182/182 [==============================] - ETA: 0s - loss: 0.4569
182/182 [==============================] - 0s 2ms/step - loss: 0.4571 - val_loss: 50.4986
Epoch 8/100
1/182 [..............................] - ETA: 0s - loss: 0.2438
39/182 [=====>........................] - ETA: 0s - loss: 0.4951
80/182 [============>.................] - ETA: 0s - loss: 0.4875
145/182 [======================>.......] - ETA: 0s - loss: 0.4825
182/182 [==============================] - 0s 2ms/step - loss: 0.4818 - val_loss: 50.0973
Epoch 9/100
1/182 [..............................] - ETA: 0s - loss: 1.2903
37/182 [=====>........................] - ETA: 0s - loss: 0.6250
89/182 [=============>................] - ETA: 0s - loss: 0.5419
139/182 [=====================>........] - ETA: 0s - loss: 0.5159
182/182 [==============================] - 0s 2ms/step - loss: 0.5065 - val_loss: 50.6818
Epoch 10/100
1/182 [..............................] - ETA: 0s - loss: 0.5566
62/182 [=========>....................] - ETA: 0s - loss: 0.4580
122/182 [===================>..........] - ETA: 0s - loss: 0.4649
182/182 [==============================] - 0s 1ms/step - loss: 0.4672 - val_loss: 49.7813
Epoch 11/100
1/182 [..............................] - ETA: 0s - loss: 0.4895
50/182 [=======>......................] - ETA: 0s - loss: 0.4799
91/182 [==============>...............] - ETA: 0s - loss: 0.4825
126/182 [===================>..........] - ETA: 0s - loss: 0.4848
173/182 [===========================>..] - ETA: 0s - loss: 0.4856
182/182 [==============================] - 0s 2ms/step - loss: 0.4855 - val_loss: 49.3031
1/182 [..............................] - ETA: 2s - loss: 0.6676
74/182 [===========>..................] - ETA: 0s - loss: 0.5507
127/182 [===================>..........] - ETA: 0s - loss: 0.5536
175/182 [===========================>..] - ETA: 0s - loss: 0.5584
182/182 [==============================] - 0s 899us/step - loss: 1.3409
[CV] END learning_rate=0.01824796188192035, n_hidden=0, n_neurons=40; total time= 4.6s
Epoch 1/100
1/182 [..............................] - ETA: 42s - loss: 5.2242
68/182 [==========>...................] - ETA: 0s - loss: 3.1643
130/182 [====================>.........] - ETA: 0s - loss: 2.3695
176/182 [============================>.] - ETA: 0s - loss: 2.0547
182/182 [==============================] - 1s 2ms/step - loss: 2.0195 - val_loss: 10.6337
Epoch 2/100
1/182 [..............................] - ETA: 0s - loss: 0.4708
61/182 [=========>....................] - ETA: 0s - loss: 0.6026
118/182 [==================>...........] - ETA: 0s - loss: 0.5890
182/182 [==============================] - 0s 1ms/step - loss: 0.5899 - val_loss: 365.1579
Epoch 3/100
1/182 [..............................] - ETA: 0s - loss: 1.4989
65/182 [=========>....................] - ETA: 0s - loss: 1.1587
128/182 [====================>.........] - ETA: 0s - loss: 1.1893
182/182 [==============================] - 0s 1ms/step - loss: 1.5060 - val_loss: 246.5621
Epoch 4/100
1/182 [..............................] - ETA: 0s - loss: 0.9421
66/182 [=========>....................] - ETA: 0s - loss: 7.5096
131/182 [====================>.........] - ETA: 0s - loss: 7.4387
182/182 [==============================] - 0s 1ms/step - loss: 6.9954 - val_loss: 272.9517
Epoch 5/100
1/182 [..............................] - ETA: 0s - loss: 0.7983
57/182 [========>.....................] - ETA: 0s - loss: 1.0691
117/182 [==================>...........] - ETA: 0s - loss: 1.0237
171/182 [===========================>..] - ETA: 0s - loss: 1.4889
182/182 [==============================] - 0s 2ms/step - loss: 1.6571 - val_loss: 187.7171
Epoch 6/100
1/182 [..............................] - ETA: 0s - loss: 0.5019
56/182 [========>.....................] - ETA: 0s - loss: 4.6496
116/182 [==================>...........] - ETA: 0s - loss: 14.7098
180/182 [============================>.] - ETA: 0s - loss: 15.4127
182/182 [==============================] - 0s 2ms/step - loss: 15.3847 - val_loss: 216.2255
Epoch 7/100
1/182 [..............................] - ETA: 0s - loss: 1.2965
61/182 [=========>....................] - ETA: 0s - loss: 1.2149
123/182 [===================>..........] - ETA: 0s - loss: 1.0684
162/182 [=========================>....] - ETA: 0s - loss: 1.0049
182/182 [==============================] - 0s 2ms/step - loss: 0.9773 - val_loss: 1.5187
Epoch 8/100
1/182 [..............................] - ETA: 0s - loss: 0.8959
54/182 [=======>......................] - ETA: 0s - loss: 0.5599
92/182 [==============>...............] - ETA: 0s - loss: 0.5369
146/182 [=======================>......] - ETA: 0s - loss: 0.5362
182/182 [==============================] - 0s 2ms/step - loss: 0.5780 - val_loss: 233.8708
Epoch 9/100
1/182 [..............................] - ETA: 0s - loss: 1.0254
62/182 [=========>....................] - ETA: 0s - loss: 12.0291
127/182 [===================>..........] - ETA: 0s - loss: 20.6956
182/182 [==============================] - 0s 1ms/step - loss: 20.1561 - val_loss: 379.9620
Epoch 10/100
1/182 [..............................] - ETA: 0s - loss: 0.7969
66/182 [=========>....................] - ETA: 0s - loss: 71.6800
131/182 [====================>.........] - ETA: 0s - loss: 61.9026
182/182 [==============================] - 0s 1ms/step - loss: 55.0937 - val_loss: 439.2568
Epoch 11/100
1/182 [..............................] - ETA: 0s - loss: 0.7883
65/182 [=========>....................] - ETA: 0s - loss: 1.2796
125/182 [===================>..........] - ETA: 0s - loss: 1.3756
181/182 [============================>.] - ETA: 0s - loss: 1.4277
182/182 [==============================] - 0s 1ms/step - loss: 1.4300 - val_loss: 203.2544
Epoch 12/100
1/182 [..............................] - ETA: 0s - loss: 0.4874
66/182 [=========>....................] - ETA: 0s - loss: 27.0802
132/182 [====================>.........] - ETA: 0s - loss: 27.4234
182/182 [==============================] - 0s 1ms/step - loss: 25.1559 - val_loss: 226.1142
Epoch 13/100
1/182 [..............................] - ETA: 0s - loss: 0.8474
62/182 [=========>....................] - ETA: 0s - loss: 0.9763
129/182 [====================>.........] - ETA: 0s - loss: 0.9653
182/182 [==============================] - 0s 1ms/step - loss: 0.9483 - val_loss: 55.5667
Epoch 14/100
1/182 [..............................] - ETA: 0s - loss: 0.4968
66/182 [=========>....................] - ETA: 0s - loss: 1.4753
128/182 [====================>.........] - ETA: 0s - loss: 1.6305
161/182 [=========================>....] - ETA: 0s - loss: 1.7614
182/182 [==============================] - 0s 2ms/step - loss: 1.7985 - val_loss: 134.2889
Epoch 15/100
1/182 [..............................] - ETA: 0s - loss: 0.5677
65/182 [=========>....................] - ETA: 0s - loss: 1.0323
131/182 [====================>.........] - ETA: 0s - loss: 0.9428
182/182 [==============================] - 0s 1ms/step - loss: 0.8872 - val_loss: 32.3480
Epoch 16/100
1/182 [..............................] - ETA: 0s - loss: 0.3609
65/182 [=========>....................] - ETA: 0s - loss: 0.6691
129/182 [====================>.........] - ETA: 0s - loss: 0.6416
182/182 [==============================] - 0s 1ms/step - loss: 0.6243 - val_loss: 12.3569
Epoch 17/100
1/182 [..............................] - ETA: 0s - loss: 0.6583
62/182 [=========>....................] - ETA: 0s - loss: 0.8927
129/182 [====================>.........] - ETA: 0s - loss: 1.0505
182/182 [==============================] - 0s 1ms/step - loss: 1.0664 - val_loss: 24.1663
1/182 [..............................] - ETA: 2s - loss: 0.5672
77/182 [===========>..................] - ETA: 0s - loss: 0.6303
154/182 [========================>.....] - ETA: 0s - loss: 0.6256
182/182 [==============================] - 0s 668us/step - loss: 0.6418
[CV] END learning_rate=0.01824796188192035, n_hidden=0, n_neurons=40; total time= 5.2s
Epoch 1/100
1/182 [..............................] - ETA: 55s - loss: 5.7422
51/182 [=======>......................] - ETA: 0s - loss: 3.5291
104/182 [================>.............] - ETA: 0s - loss: 2.7578
146/182 [=======================>......] - ETA: 0s - loss: 2.4192
182/182 [==============================] - 1s 2ms/step - loss: 2.2097 - val_loss: 2.4047
Epoch 2/100
1/182 [..............................] - ETA: 0s - loss: 0.6303
55/182 [========>.....................] - ETA: 0s - loss: 0.6729
105/182 [================>.............] - ETA: 0s - loss: 0.6836
160/182 [=========================>....] - ETA: 0s - loss: 0.6825
182/182 [==============================] - 0s 2ms/step - loss: 0.6810 - val_loss: 0.6686
Epoch 3/100
1/182 [..............................] - ETA: 0s - loss: 0.3539
57/182 [========>.....................] - ETA: 0s - loss: 0.6352
114/182 [=================>............] - ETA: 0s - loss: 0.6263
170/182 [===========================>..] - ETA: 0s - loss: 0.6166
182/182 [==============================] - 0s 2ms/step - loss: 0.6139 - val_loss: 0.5084
Epoch 4/100
1/182 [..............................] - ETA: 0s - loss: 0.4642
56/182 [========>.....................] - ETA: 0s - loss: 0.5312
112/182 [=================>............] - ETA: 0s - loss: 0.5174
170/182 [===========================>..] - ETA: 0s - loss: 0.5159
182/182 [==============================] - 0s 2ms/step - loss: 0.5157 - val_loss: 0.5447
Epoch 5/100
1/182 [..............................] - ETA: 0s - loss: 0.2873
57/182 [========>.....................] - ETA: 0s - loss: 0.4342
113/182 [=================>............] - ETA: 0s - loss: 0.4517
169/182 [==========================>...] - ETA: 0s - loss: 0.4590
182/182 [==============================] - 0s 2ms/step - loss: 0.4598 - val_loss: 0.5375
Epoch 6/100
1/182 [..............................] - ETA: 0s - loss: 0.3994
54/182 [=======>......................] - ETA: 0s - loss: 0.4641
110/182 [=================>............] - ETA: 0s - loss: 0.4579
167/182 [==========================>...] - ETA: 0s - loss: 0.4568
182/182 [==============================] - 0s 2ms/step - loss: 0.4556 - val_loss: 0.5493
Epoch 7/100
1/182 [..............................] - ETA: 0s - loss: 0.2715
56/182 [========>.....................] - ETA: 0s - loss: 0.3794
113/182 [=================>............] - ETA: 0s - loss: 0.3904
170/182 [===========================>..] - ETA: 0s - loss: 0.3982
182/182 [==============================] - 0s 2ms/step - loss: 0.4000 - val_loss: 0.4953
Epoch 8/100
1/182 [..............................] - ETA: 0s - loss: 0.2371
57/182 [========>.....................] - ETA: 0s - loss: 0.4011
96/182 [==============>...............] - ETA: 0s - loss: 0.3999
148/182 [=======================>......] - ETA: 0s - loss: 0.4024
182/182 [==============================] - 0s 2ms/step - loss: 0.4033 - val_loss: 0.4190
Epoch 9/100
1/182 [..............................] - ETA: 0s - loss: 0.5253
57/182 [========>.....................] - ETA: 0s - loss: 0.4383
114/182 [=================>............] - ETA: 0s - loss: 0.4182
171/182 [===========================>..] - ETA: 0s - loss: 0.4095
182/182 [==============================] - 0s 2ms/step - loss: 0.4089 - val_loss: 0.3946
Epoch 10/100
1/182 [..............................] - ETA: 0s - loss: 0.5181
51/182 [=======>......................] - ETA: 0s - loss: 0.3983
105/182 [================>.............] - ETA: 0s - loss: 0.3963
160/182 [=========================>....] - ETA: 0s - loss: 0.3934
182/182 [==============================] - 0s 2ms/step - loss: 0.3927 - val_loss: 0.3763
Epoch 11/100
1/182 [..............................] - ETA: 0s - loss: 0.3847
55/182 [========>.....................] - ETA: 0s - loss: 0.3797
112/182 [=================>............] - ETA: 0s - loss: 0.3815
169/182 [==========================>...] - ETA: 0s - loss: 0.3832
182/182 [==============================] - 0s 2ms/step - loss: 0.3833 - val_loss: 0.3701
Epoch 12/100
1/182 [..............................] - ETA: 0s - loss: 0.4385
58/182 [========>.....................] - ETA: 0s - loss: 0.3992
113/182 [=================>............] - ETA: 0s - loss: 0.3925
170/182 [===========================>..] - ETA: 0s - loss: 0.3887
182/182 [==============================] - 0s 2ms/step - loss: 0.3879 - val_loss: 0.3906
Epoch 13/100
1/182 [..............................] - ETA: 0s - loss: 0.4186
57/182 [========>.....................] - ETA: 0s - loss: 0.3820
114/182 [=================>............] - ETA: 0s - loss: 0.3722
170/182 [===========================>..] - ETA: 0s - loss: 0.3717
182/182 [==============================] - 0s 2ms/step - loss: 0.3718 - val_loss: 0.4415
Epoch 14/100
1/182 [..............................] - ETA: 0s - loss: 0.3168
49/182 [=======>......................] - ETA: 0s - loss: 0.3670
104/182 [================>.............] - ETA: 0s - loss: 0.3739
155/182 [========================>.....] - ETA: 0s - loss: 0.3756
182/182 [==============================] - 0s 2ms/step - loss: 0.3748 - val_loss: 0.4869
Epoch 15/100
1/182 [..............................] - ETA: 0s - loss: 0.6037
47/182 [======>.......................] - ETA: 0s - loss: 0.3830
101/182 [===============>..............] - ETA: 0s - loss: 0.3727
156/182 [========================>.....] - ETA: 0s - loss: 0.3658
182/182 [==============================] - 0s 2ms/step - loss: 0.3656 - val_loss: 0.5475
Epoch 16/100
1/182 [..............................] - ETA: 0s - loss: 0.2544
59/182 [========>.....................] - ETA: 0s - loss: 0.3109
114/182 [=================>............] - ETA: 0s - loss: 0.3357
168/182 [==========================>...] - ETA: 0s - loss: 0.3443
182/182 [==============================] - 0s 2ms/step - loss: 0.3457 - val_loss: 0.7463
Epoch 17/100
1/182 [..............................] - ETA: 0s - loss: 0.2062
44/182 [======>.......................] - ETA: 0s - loss: 0.3022
89/182 [=============>................] - ETA: 0s - loss: 0.3264
140/182 [======================>.......] - ETA: 0s - loss: 0.3334
182/182 [==============================] - 0s 2ms/step - loss: 0.3386 - val_loss: 0.6965
Epoch 18/100
1/182 [..............................] - ETA: 0s - loss: 0.2016
8/182 [>.............................] - ETA: 1s - loss: 0.3306
22/182 [==>...........................] - ETA: 0s - loss: 0.3588
42/182 [=====>........................] - ETA: 0s - loss: 0.3705
55/182 [========>.....................] - ETA: 0s - loss: 0.3699
71/182 [==========>...................] - ETA: 0s - loss: 0.3694
106/182 [================>.............] - ETA: 0s - loss: 0.3669
157/182 [========================>.....] - ETA: 0s - loss: 0.3615
182/182 [==============================] - 1s 3ms/step - loss: 0.3607 - val_loss: 0.9589
Epoch 19/100
1/182 [..............................] - ETA: 0s - loss: 0.2185
41/182 [=====>........................] - ETA: 0s - loss: 0.3391
73/182 [===========>..................] - ETA: 0s - loss: 0.3514
97/182 [==============>...............] - ETA: 0s - loss: 0.3558
142/182 [======================>.......] - ETA: 0s - loss: 0.3574
170/182 [===========================>..] - ETA: 0s - loss: 0.3570
182/182 [==============================] - 0s 2ms/step - loss: 0.3567 - val_loss: 1.1049
Epoch 20/100
1/182 [..............................] - ETA: 0s - loss: 0.3967
53/182 [=======>......................] - ETA: 0s - loss: 0.3841
99/182 [===============>..............] - ETA: 0s - loss: 0.3763
138/182 [=====================>........] - ETA: 0s - loss: 0.3702
173/182 [===========================>..] - ETA: 0s - loss: 0.3672
182/182 [==============================] - 0s 2ms/step - loss: 0.3663 - val_loss: 1.1535
Epoch 21/100
1/182 [..............................] - ETA: 0s - loss: 0.2334
51/182 [=======>......................] - ETA: 0s - loss: 0.3685
102/182 [===============>..............] - ETA: 0s - loss: 0.3559
152/182 [========================>.....] - ETA: 0s - loss: 0.3540
182/182 [==============================] - 0s 2ms/step - loss: 0.3529 - val_loss: 1.1864
1/182 [..............................] - ETA: 2s - loss: 0.5786
67/182 [==========>...................] - ETA: 0s - loss: 0.3360
132/182 [====================>.........] - ETA: 0s - loss: 0.3638
182/182 [==============================] - 0s 783us/step - loss: 0.3727
[CV] END learning_rate=0.0045455096956331, n_hidden=3, n_neurons=30; total time= 7.3s
Epoch 1/100
1/182 [..............................] - ETA: 53s - loss: 4.5744
59/182 [========>.....................] - ETA: 0s - loss: 3.2236
98/182 [===============>..............] - ETA: 0s - loss: 2.6530
135/182 [=====================>........] - ETA: 0s - loss: 2.3272
182/182 [==============================] - 1s 2ms/step - loss: 2.0841 - val_loss: 4.6840
Epoch 2/100
1/182 [..............................] - ETA: 0s - loss: 0.6974
57/182 [========>.....................] - ETA: 0s - loss: 0.7211
112/182 [=================>............] - ETA: 0s - loss: 0.6971
163/182 [=========================>....] - ETA: 0s - loss: 0.6771
182/182 [==============================] - 0s 2ms/step - loss: 0.6750 - val_loss: 0.5377
Epoch 3/100
1/182 [..............................] - ETA: 0s - loss: 0.7587
37/182 [=====>........................] - ETA: 0s - loss: 0.5622
64/182 [=========>....................] - ETA: 0s - loss: 0.5476
98/182 [===============>..............] - ETA: 0s - loss: 0.5406
122/182 [===================>..........] - ETA: 0s - loss: 0.5366
170/182 [===========================>..] - ETA: 0s - loss: 0.5321
182/182 [==============================] - 0s 2ms/step - loss: 0.5312 - val_loss: 0.4992
Epoch 4/100
1/182 [..............................] - ETA: 0s - loss: 0.5962
49/182 [=======>......................] - ETA: 0s - loss: 0.4768
96/182 [==============>...............] - ETA: 0s - loss: 0.4864
144/182 [======================>.......] - ETA: 0s - loss: 0.4861
182/182 [==============================] - 0s 2ms/step - loss: 0.4838 - val_loss: 0.4777
Epoch 5/100
1/182 [..............................] - ETA: 0s - loss: 0.3446
31/182 [====>.........................] - ETA: 0s - loss: 0.4510
51/182 [=======>......................] - ETA: 0s - loss: 0.4516
80/182 [============>.................] - ETA: 0s - loss: 0.4501
103/182 [===============>..............] - ETA: 0s - loss: 0.4502
141/182 [======================>.......] - ETA: 0s - loss: 0.4505
182/182 [==============================] - 0s 2ms/step - loss: 0.4494 - val_loss: 0.4680
Epoch 6/100
1/182 [..............................] - ETA: 0s - loss: 0.4330
54/182 [=======>......................] - ETA: 0s - loss: 0.4018
108/182 [================>.............] - ETA: 0s - loss: 0.4200
162/182 [=========================>....] - ETA: 0s - loss: 0.4226
182/182 [==============================] - 0s 2ms/step - loss: 0.4230 - val_loss: 0.4724
Epoch 7/100
1/182 [..............................] - ETA: 0s - loss: 0.6532
55/182 [========>.....................] - ETA: 0s - loss: 0.4355
109/182 [================>.............] - ETA: 0s - loss: 0.4208
138/182 [=====================>........] - ETA: 0s - loss: 0.4177
182/182 [==============================] - 0s 2ms/step - loss: 0.4157 - val_loss: 0.4254
Epoch 8/100
1/182 [..............................] - ETA: 0s - loss: 0.5427
31/182 [====>.........................] - ETA: 0s - loss: 0.4353
41/182 [=====>........................] - ETA: 0s - loss: 0.4258
43/182 [======>.......................] - ETA: 0s - loss: 0.4241
44/182 [======>.......................] - ETA: 0s - loss: 0.4234
65/182 [=========>....................] - ETA: 0s - loss: 0.4126
95/182 [==============>...............] - ETA: 0s - loss: 0.4045
122/182 [===================>..........] - ETA: 0s - loss: 0.4028
142/182 [======================>.......] - ETA: 0s - loss: 0.4029
170/182 [===========================>..] - ETA: 0s - loss: 0.4032
182/182 [==============================] - 1s 4ms/step - loss: 0.4033 - val_loss: 0.4243
Epoch 9/100
1/182 [..............................] - ETA: 0s - loss: 0.2252
51/182 [=======>......................] - ETA: 0s - loss: 0.3483
100/182 [===============>..............] - ETA: 0s - loss: 0.3568
149/182 [=======================>......] - ETA: 0s - loss: 0.3673
182/182 [==============================] - 0s 2ms/step - loss: 0.3731 - val_loss: 0.4637
Epoch 10/100
1/182 [..............................] - ETA: 0s - loss: 0.6290
46/182 [======>.......................] - ETA: 0s - loss: 0.4689
95/182 [==============>...............] - ETA: 0s - loss: 0.4320
143/182 [======================>.......] - ETA: 0s - loss: 0.4151
182/182 [==============================] - 0s 2ms/step - loss: 0.4090 - val_loss: 0.4660
Epoch 11/100
1/182 [..............................] - ETA: 0s - loss: 0.3175
52/182 [=======>......................] - ETA: 0s - loss: 0.3742
100/182 [===============>..............] - ETA: 0s - loss: 0.3766
150/182 [=======================>......] - ETA: 0s - loss: 0.3782
182/182 [==============================] - 0s 2ms/step - loss: 0.3791 - val_loss: 0.4215
Epoch 12/100
1/182 [..............................] - ETA: 0s - loss: 0.3173
52/182 [=======>......................] - ETA: 0s - loss: 0.3820
102/182 [===============>..............] - ETA: 0s - loss: 0.3891
149/182 [=======================>......] - ETA: 0s - loss: 0.3870
182/182 [==============================] - 0s 2ms/step - loss: 0.3853 - val_loss: 0.4515
Epoch 13/100
1/182 [..............................] - ETA: 0s - loss: 0.4440
53/182 [=======>......................] - ETA: 0s - loss: 0.3982
104/182 [================>.............] - ETA: 0s - loss: 0.3928
145/182 [======================>.......] - ETA: 0s - loss: 0.3886
182/182 [==============================] - 1s 3ms/step - loss: 0.3863 - val_loss: 0.4012
Epoch 14/100
1/182 [..............................] - ETA: 0s - loss: 0.4114
39/182 [=====>........................] - ETA: 0s - loss: 0.3157
71/182 [==========>...................] - ETA: 0s - loss: 0.3276
117/182 [==================>...........] - ETA: 0s - loss: 0.3410
165/182 [==========================>...] - ETA: 0s - loss: 0.3485
182/182 [==============================] - 0s 2ms/step - loss: 0.3505 - val_loss: 0.4066
Epoch 15/100
1/182 [..............................] - ETA: 0s - loss: 0.1740
51/182 [=======>......................] - ETA: 0s - loss: 0.3508
109/182 [================>.............] - ETA: 0s - loss: 0.3675
161/182 [=========================>....] - ETA: 0s - loss: 0.3714
162/182 [=========================>....] - ETA: 0s - loss: 0.3715
182/182 [==============================] - 0s 3ms/step - loss: 0.3714 - val_loss: 0.3912
Epoch 16/100
1/182 [..............................] - ETA: 0s - loss: 0.1784
57/182 [========>.....................] - ETA: 0s - loss: 0.3891
117/182 [==================>...........] - ETA: 0s - loss: 0.3839
175/182 [===========================>..] - ETA: 0s - loss: 0.3782
182/182 [==============================] - 0s 2ms/step - loss: 0.3776 - val_loss: 0.3851
Epoch 17/100
1/182 [..............................] - ETA: 0s - loss: 0.5888
53/182 [=======>......................] - ETA: 0s - loss: 0.4039
103/182 [===============>..............] - ETA: 0s - loss: 0.3749
152/182 [========================>.....] - ETA: 0s - loss: 0.3676
182/182 [==============================] - 0s 2ms/step - loss: 0.3667 - val_loss: 0.4087
Epoch 18/100
1/182 [..............................] - ETA: 0s - loss: 0.4178
51/182 [=======>......................] - ETA: 0s - loss: 0.3616
98/182 [===============>..............] - ETA: 0s - loss: 0.3650
140/182 [======================>.......] - ETA: 0s - loss: 0.3677
150/182 [=======================>......]
- ETA: 0s - loss: 0.3678
151/182 [=======================>......] - ETA: 0s - loss: 0.3678
176/182 [============================>.] - ETA: 0s - loss: 0.3670
182/182 [==============================] - 1s 4ms/step - loss: 0.3668 - val_loss: 0.3772
Epoch 19/100
1/182 [..............................] - ETA: 0s - loss: 0.3248
34/182 [====>.........................] - ETA: 0s - loss: 0.3829
65/182 [=========>....................] - ETA: 0s - loss: 0.3809
92/182 [==============>...............] - ETA: 0s - loss: 0.3781
120/182 [==================>...........] - ETA: 0s - loss: 0.3756
155/182 [========================>.....] - ETA: 0s - loss: 0.3733
182/182 [==============================] - 0s 2ms/step - loss: 0.3714 - val_loss: 0.4201
Epoch 20/100
1/182 [..............................] - ETA: 0s - loss: 0.2845
48/182 [======>.......................] - ETA: 0s - loss: 0.3677
94/182 [==============>...............] - ETA: 0s - loss: 0.3705
143/182 [======================>.......] - ETA: 0s - loss: 0.3663
182/182 [==============================] - 0s 2ms/step - loss: 0.3646 - val_loss: 0.3697
Epoch 21/100
1/182 [..............................] - ETA: 0s - loss: 0.4061
55/182 [========>.....................] - ETA: 0s - loss: 0.3593
107/182 [================>.............] - ETA: 0s - loss: 0.3491
159/182 [=========================>....] - ETA: 0s - loss: 0.3485
182/182 [==============================] - 0s 2ms/step - loss: 0.3490 - val_loss: 0.4020
Epoch 22/100
1/182 [..............................] - ETA: 0s - loss: 0.4052
49/182 [=======>......................] - ETA: 0s - loss: 0.3669
93/182 [==============>...............] - ETA: 0s - loss: 0.3613
147/182 [=======================>......] - ETA: 0s - loss: 0.3601
182/182 [==============================] - 0s 2ms/step - loss: 0.3595 - val_loss: 0.4021
Epoch 23/100
1/182 [..............................] - ETA: 0s - loss: 0.1778
39/182 [=====>........................] - ETA: 0s - loss: 0.3076
92/182 [==============>...............] - ETA: 0s - loss: 0.3291
144/182 [======================>.......] - ETA: 0s - loss: 0.3374
182/182 [==============================] - 0s 2ms/step - loss: 0.3400 - val_loss: 0.3582
Epoch 24/100
1/182 [..............................] - ETA: 0s - loss: 0.2650
53/182 [=======>......................] - ETA: 0s - loss: 0.3274
108/182 [================>.............] - ETA: 0s - loss: 0.3316
154/182 [========================>.....] - ETA: 0s - loss: 0.3354
182/182 [==============================] - 0s 2ms/step - loss: 0.3374 - val_loss: 0.3859
Epoch 25/100
1/182 [..............................] - ETA: 0s - loss: 0.1192
54/182 [=======>......................] - ETA: 0s - loss: 0.2905
102/182 [===============>..............] - ETA: 0s - loss: 0.3049
152/182 [========================>.....] - ETA: 0s - loss: 0.3162
182/182 [==============================] - 0s 2ms/step - loss: 0.3216 - val_loss: 0.3473
Epoch 26/100
1/182 [..............................] - ETA: 0s - loss: 0.4419
56/182 [========>.....................] - ETA: 0s - loss: 0.3679
112/182 [=================>............] - ETA: 0s - loss: 0.3567
166/182 [==========================>...] - ETA: 0s - loss: 0.3531
182/182 [==============================] - 0s 2ms/step - loss: 0.3523 - val_loss: 0.3970
Epoch 27/100
1/182 [..............................] - ETA: 0s - loss: 0.9136
48/182 [======>.......................] - ETA: 0s - loss: 0.3537
90/182 [=============>................] - ETA: 0s - loss: 0.3452
142/182 [======================>.......] - ETA: 0s - loss: 0.3414
182/182 [==============================] - 0s 2ms/step - loss: 0.3405 - val_loss: 0.3847
Epoch 28/100
1/182 [..............................] - ETA: 0s - loss: 0.3535
42/182 [=====>........................] - ETA: 0s - loss: 0.3775
82/182 [============>.................] - ETA: 0s - loss: 0.3744
125/182 [===================>..........] - ETA: 0s - loss: 0.3674
172/182 [===========================>..] - ETA: 0s - loss: 0.3612
182/182 [==============================] - 0s 2ms/step - loss: 0.3600 - val_loss: 0.3552
Epoch 29/100
1/182 [..............................] - ETA: 0s - loss: 0.2737
54/182 [=======>......................] - ETA: 0s - loss: 0.3184
106/182 [================>.............] - ETA: 0s - loss: 0.3257
157/182 [========================>.....] - ETA: 0s - loss: 0.3303
182/182 [==============================] - 0s 2ms/step - loss: 0.3319 - val_loss: 0.3547
Epoch 30/100
1/182 [..............................] - ETA: 0s - loss: 0.2664
34/182 [====>.........................] - ETA: 0s - loss: 0.2975
61/182 [=========>....................] - ETA: 0s - loss: 0.3117
103/182 [===============>..............] - ETA: 0s - loss: 0.3284
157/182 [========================>.....] - ETA: 0s - loss: 0.3357
182/182 [==============================] - 0s 2ms/step - loss: 0.3362 - val_loss: 0.3412
Epoch 31/100
1/182 [..............................] - ETA: 0s - loss: 0.2893
53/182 [=======>......................] - ETA: 0s - loss: 0.3172
105/182 [================>.............] - ETA: 0s - loss: 0.3325
160/182 [=========================>....] - ETA: 0s - loss: 0.3342
182/182 [==============================] - 0s 2ms/step - loss: 0.3345 - val_loss: 0.3406
Epoch 32/100
1/182 [..............................] - ETA: 0s - loss: 0.4155
56/182 [========>.....................] - ETA: 0s - loss: 0.3117
111/182 [=================>............] - ETA: 0s - loss: 0.3236
159/182 [=========================>....] - ETA: 0s - loss: 0.3283
182/182 [==============================] - 0s 2ms/step - loss: 0.3294 - val_loss: 0.3673
Epoch 33/100
1/182 [..............................] - ETA: 0s - loss: 0.4712
55/182 [========>.....................] - ETA: 0s - loss: 0.3426
106/182 [================>.............] - ETA: 0s - loss: 0.3380
159/182 [=========================>....] - ETA: 0s - loss: 0.3353
182/182 [==============================] - 0s 2ms/step - loss: 0.3348 - val_loss: 0.3283
Epoch 34/100
1/182 [..............................] - ETA: 0s - loss: 0.2075
56/182 [========>.....................] - ETA: 0s - loss: 0.2962
110/182 [=================>............] - ETA: 0s - loss: 0.3162
165/182 [==========================>...] - ETA: 0s - loss: 0.3252
182/182 [==============================] - 0s 2ms/step - loss: 0.3262 - val_loss: 0.3456
Epoch 35/100
1/182 [..............................] - ETA: 0s - loss: 0.3320
56/182 [========>.....................] - ETA: 0s - loss: 0.3591
109/182 [================>.............] - ETA: 0s - loss: 0.3519
165/182 [==========================>...] - ETA: 0s - loss: 0.3468
182/182 [==============================] - 0s 2ms/step - loss: 0.3455 - val_loss: 0.3364
Epoch 36/100
1/182 [..............................] - ETA: 0s - loss: 0.3276
54/182 [=======>......................] - ETA: 0s - loss: 0.3548
98/182 [===============>..............] - ETA: 0s - loss: 0.3543
147/182 [=======================>......] - ETA: 0s - loss: 0.3498
182/182 [==============================] - 0s 2ms/step - loss: 0.3466 - val_loss: 0.3870
Epoch 37/100
1/182 [..............................] - ETA: 0s - loss: 0.2617
56/182 [========>.....................] - ETA: 0s - loss: 0.3673
112/182 [=================>............] - ETA: 0s - loss: 0.3446
165/182 [==========================>...] - ETA: 0s - loss: 0.3383
182/182 [==============================] - 0s 2ms/step - loss: 0.3371 - val_loss: 0.3384
Epoch 38/100
1/182 [..............................] - ETA: 0s - loss: 0.3560
56/182 [========>.....................] - ETA: 0s - loss: 0.3353
86/182 [=============>................] - ETA: 0s - loss: 0.3316
141/182 [======================>.......] - ETA: 0s - loss: 0.3337
182/182 [==============================] - 0s 2ms/step - loss: 0.3323 - val_loss: 0.3470
Epoch 39/100
1/182 [..............................] - ETA: 0s - loss: 0.2355
54/182 [=======>......................] - ETA: 0s - loss: 0.3402
107/182 [================>.............] - ETA: 0s - loss: 0.3410
156/182 [========================>.....] - ETA: 0s - loss: 0.3396
182/182 [==============================] - 0s 2ms/step - loss: 0.3384 - val_loss: 0.3432
Epoch 40/100
1/182 [..............................] - ETA: 0s - loss: 0.2473
54/182 [=======>......................] - ETA: 0s - loss: 0.3185
104/182 [================>.............] - ETA: 0s - loss: 0.3327
152/182 [========================>.....] - ETA: 0s - loss: 0.3346
182/182 [==============================] - 0s 2ms/step - loss: 0.3339 - val_loss: 0.3341
Epoch 41/100
1/182 [..............................] - ETA: 0s - loss: 0.4114
53/182 [=======>......................] - ETA: 0s - loss: 0.3546
109/182 [================>.............] - ETA: 0s - loss: 0.3451
165/182 [==========================>...] - ETA: 0s - loss: 0.3387
182/182 [==============================] - 0s 2ms/step - loss: 0.3375 - val_loss: 0.3632
Epoch 42/100
1/182 [..............................] - ETA: 0s - loss: 0.2007
56/182 [========>.....................] - ETA: 0s - loss: 0.3084
112/182 [=================>............] - ETA: 0s - loss: 0.3198
168/182 [==========================>...] - ETA: 0s - loss: 0.3235
182/182 [==============================] - 0s 2ms/step - loss: 0.3239 - val_loss: 0.3244
Epoch 43/100
1/182 [..............................] - ETA: 0s - loss: 0.2376
53/182 [=======>......................] - ETA: 0s - loss: 0.3453
107/182 [================>.............] - ETA: 0s - loss: 0.3424
154/182 [========================>.....] - ETA: 0s - loss: 0.3398
182/182 [==============================] - 0s 2ms/step - loss: 0.3374 - val_loss: 0.3741
Epoch 44/100
1/182 [..............................] - ETA: 0s - loss: 0.1403
53/182 [=======>......................] - ETA: 0s - loss: 0.3261
98/182 [===============>..............] - ETA: 0s - loss: 0.3254
132/182 [====================>.........] - ETA: 0s - loss: 0.3244
182/182 [==============================] - ETA: 0s - loss: 0.3240
182/182 [==============================] - 0s 2ms/step - loss: 0.3240 - val_loss: 0.3637
Epoch 45/100
1/182 [..............................] - ETA: 0s - loss: 0.1050
56/182 [========>.....................] - ETA: 0s - loss: 0.3202
112/182 [=================>............] - ETA: 0s - loss: 0.3279
166/182 [==========================>...] - ETA: 0s - loss: 0.3274
182/182 [==============================] - 0s 2ms/step - loss: 0.3268 - val_loss: 0.3233
Epoch 46/100
1/182 [..............................] - ETA: 0s - loss: 0.4636
48/182 [======>.......................] - ETA: 0s - loss: 0.3558
96/182 [==============>...............] - ETA: 0s - loss: 0.3351
146/182 [=======================>......] - ETA: 0s - loss: 0.3286
182/182 [==============================] - 0s 2ms/step - loss: 0.3279 - val_loss: 0.3178
Epoch 47/100
1/182 [..............................] - ETA: 0s - loss: 0.2780
57/182 [========>.....................] - ETA: 0s - loss: 0.2789
105/182 [================>.............] - ETA: 0s - loss: 0.2940
150/182 [=======================>......] - ETA: 0s - loss: 0.3024
182/182 [==============================] - 0s 2ms/step - loss: 0.3068 - val_loss: 0.3188
Epoch 48/100
1/182 [..............................] - ETA: 0s - loss: 0.2513
57/182 [========>.....................] - ETA: 0s - loss: 0.3066
113/182 [=================>............] - ETA: 0s - loss: 0.3126
163/182 [=========================>....] - ETA: 0s - loss: 0.3129
182/182 [==============================] - 0s 2ms/step - loss: 0.3140 - val_loss: 0.3602
Epoch 49/100
1/182 [..............................] - ETA: 0s - loss: 0.4260
53/182 [=======>......................] - ETA: 0s - loss: 0.3870
107/182 [================>.............] - ETA: 0s - loss: 0.3656
156/182 [========================>.....] - ETA: 0s - loss: 0.3522
182/182 [==============================] - 0s 2ms/step - loss: 0.3477 - val_loss: 0.3164
Epoch 50/100
1/182 [..............................] - ETA: 0s - loss: 0.6959
56/182 [========>.....................] - ETA: 0s - loss: 0.3155
106/182 [================>.............] - ETA: 0s - loss: 0.3201
161/182 [=========================>....] - ETA: 0s - loss: 0.3212
182/182 [==============================] - 0s 2ms/step - loss: 0.3216 - val_loss: 0.3713
Epoch 51/100
1/182 [..............................] - ETA: 0s - loss: 0.5756
50/182 [=======>......................] - ETA: 0s - loss: 0.3555
105/182 [================>.............] - ETA: 0s - loss: 0.3393
160/182 [=========================>....] - ETA: 0s - loss: 0.3335
182/182 [==============================] - 0s 2ms/step - loss: 0.3316 - val_loss: 0.3308
Epoch 52/100
1/182 [..............................] - ETA: 0s - loss: 0.3693
57/182 [========>.....................] - ETA: 0s - loss: 0.3408
111/182 [=================>............] - ETA: 0s - loss: 0.3255
148/182 [=======================>......] - ETA: 0s - loss: 0.3215
182/182 [==============================] - 0s 2ms/step - loss: 0.3207 - val_loss: 0.3149
Epoch 53/100
1/182 [..............................] - ETA: 0s - loss: 0.1861
56/182 [========>.....................] - ETA: 0s - loss: 0.3073
109/182 [================>.............] - ETA: 0s - loss: 0.3102
165/182 [==========================>...] - ETA: 0s - loss: 0.3110
182/182 [==============================] - 0s 2ms/step - loss: 0.3114 - val_loss: 0.3295
Epoch 54/100
1/182 [..............................] - ETA: 0s - loss: 0.2424
55/182 [========>.....................] - ETA: 0s - loss: 0.2866
108/182 [================>.............] - ETA: 0s - loss: 0.3007
163/182 [=========================>....] - ETA: 0s - loss: 0.3050
182/182 [==============================] - 0s 2ms/step - loss: 0.3062 - val_loss: 0.3269
Epoch 55/100
1/182 [..............................] - ETA: 0s - loss: 0.2435
56/182 [========>.....................] - ETA: 0s - loss: 0.2854
110/182 [=================>............] - ETA: 0s - loss: 0.2973
165/182 [==========================>...] - ETA: 0s - loss: 0.3032
182/182 [==============================] - 0s 2ms/step - loss: 0.3045 - val_loss: 0.3222
Epoch 56/100
1/182 [..............................] - ETA: 0s - loss: 0.5119
52/182 [=======>......................] - ETA: 0s - loss: 0.3232
98/182 [===============>..............] - ETA: 0s - loss: 0.3086
151/182 [=======================>......] - ETA: 0s - loss: 0.3076
182/182 [==============================] - 0s 2ms/step - loss: 0.3090 - val_loss: 0.3625
Epoch 57/100
1/182 [..............................] - ETA: 0s - loss: 0.1755
54/182 [=======>......................] - ETA: 0s - loss: 0.3161
109/182 [================>.............] - ETA: 0s - loss: 0.3158
163/182 [=========================>....] - ETA: 0s - loss: 0.3132
182/182 [==============================] - 0s 2ms/step - loss: 0.3131 - val_loss: 0.3158
Epoch 58/100
1/182 [..............................] - ETA: 0s - loss: 0.2105
55/182 [========>.....................] - ETA: 0s - loss: 0.3234
110/182 [=================>............] - ETA: 0s - loss: 0.3231
158/182 [=========================>....] - ETA: 0s - loss: 0.3201
182/182 [==============================] - 0s 2ms/step - loss: 0.3190 - val_loss: 0.3388
Epoch 59/100
1/182 [..............................] - ETA: 0s - loss: 0.2853
54/182 [=======>......................] - ETA: 0s - loss: 0.3196
107/182 [================>.............] - ETA: 0s - loss: 0.3157
161/182 [=========================>....] - ETA: 0s - loss: 0.3148
182/182 [==============================] - 0s 2ms/step - loss: 0.3145 - val_loss: 0.3144
Epoch 60/100
1/182 [..............................] - ETA: 0s - loss: 0.2646
52/182 [=======>......................] - ETA: 0s - loss: 0.3138
104/182 [================>.............] - ETA: 0s - loss: 0.3169
157/182 [========================>.....] - ETA: 0s - loss: 0.3173
182/182 [==============================] - 0s 2ms/step - loss: 0.3164 - val_loss: 0.3273
Epoch 61/100
1/182 [..............................] - ETA: 0s - loss: 0.3734
54/182 [=======>......................] - ETA: 0s - loss: 0.3273
109/182 [================>.............] - ETA: 0s - loss: 0.3279
165/182 [==========================>...] - ETA: 0s - loss: 0.3214
182/182 [==============================] - 0s 2ms/step - loss: 0.3201 - val_loss: 0.3571
Epoch 62/100
1/182 [..............................] - ETA: 0s - loss: 0.3894
54/182 [=======>......................] - ETA: 0s - loss: 0.3354
112/182 [=================>............] - ETA: 0s - loss: 0.3280
162/182 [=========================>....] - ETA: 0s - loss: 0.3235
182/182 [==============================] - 0s 2ms/step - loss: 0.3219 - val_loss: 0.3322
Epoch 63/100
1/182 [..............................] - ETA: 0s - loss: 0.1716
46/182 [======>.......................] - ETA: 0s - loss: 0.3111
101/182 [===============>..............] - ETA: 0s - loss: 0.3150
156/182 [========================>.....] - ETA: 0s - loss: 0.3148
182/182 [==============================] - 0s 2ms/step - loss: 0.3143 - val_loss: 0.3087
Epoch 64/100
1/182 [..............................] - ETA: 0s - loss: 0.2797
50/182 [=======>......................] - ETA: 0s - loss: 0.2975
99/182 [===============>..............] - ETA: 0s - loss: 0.3048
145/182 [======================>.......] - ETA: 0s - loss: 0.3058
182/182 [==============================] - 0s 2ms/step - loss: 0.3064 - val_loss: 0.3557
Epoch 65/100
1/182 [..............................] - ETA: 0s - loss: 0.2824
49/182 [=======>......................] - ETA: 0s - loss: 0.2685
99/182 [===============>..............] - ETA: 0s - loss: 0.2891
145/182 [======================>.......] - ETA: 0s - loss: 0.2965
182/182 [==============================] - 0s 2ms/step - loss: 0.2986 - val_loss: 0.3368
Epoch 66/100
1/182 [..............................] - ETA: 0s - loss: 0.1795
44/182 [======>.......................] - ETA: 0s - loss: 0.2826
92/182 [==============>...............] - ETA: 0s - loss: 0.2941
139/182 [=====================>........] - ETA: 0s - loss: 0.2975
182/182 [==============================] - 0s 2ms/step - loss: 0.3006 - val_loss: 0.3180
Epoch 67/100
1/182 [..............................] - ETA: 0s - loss: 0.4366
47/182 [======>.......................] - ETA: 0s - loss: 0.3013
94/182 [==============>...............] - ETA: 0s - loss: 0.2977
142/182 [======================>.......] - ETA: 0s - loss: 0.2985
182/182 [==============================] - 0s 2ms/step - loss: 0.3005 - val_loss: 0.3633
Epoch 68/100
1/182 [..............................] - ETA: 0s - loss: 0.5569
47/182 [======>.......................] - ETA: 0s - loss: 0.3342
94/182 [==============>...............] - ETA: 0s - loss: 0.3248
140/182 [======================>.......] - ETA: 0s - loss: 0.3189
182/182 [==============================] - 0s 2ms/step - loss: 0.3166 - val_loss: 0.3121
Epoch 69/100
1/182 [..............................] - ETA: 0s - loss: 0.2289
47/182 [======>.......................] - ETA: 0s - loss: 0.2886
85/182 [=============>................] - ETA: 0s - loss: 0.2918
132/182 [====================>.........] - ETA: 0s - loss: 0.2925
174/182 [===========================>..] - ETA: 0s - loss: 0.2943
182/182 [==============================] - 0s 2ms/step - loss: 0.2949 - val_loss: 0.3399
Epoch 70/100
1/182 [..............................] - ETA: 0s - loss: 0.5348
47/182 [======>.......................] - ETA: 0s - loss: 0.2998
93/182 [==============>...............] - ETA: 0s - loss: 0.3013
135/182 [=====================>........] - ETA: 0s - loss: 0.3028
176/182 [============================>.] - ETA: 0s - loss: 0.3044
182/182 [==============================] - 0s 2ms/step - loss: 0.3044 - val_loss: 0.3343
Epoch 71/100
1/182 [..............................] - ETA: 0s - loss: 0.2235
48/182 [======>.......................] - ETA: 0s - loss: 0.3007
92/182 [==============>...............] - ETA: 0s - loss: 0.3042
133/182 [====================>.........] - ETA: 0s - loss: 0.3036
178/182 [============================>.] - ETA: 0s - loss: 0.3033
182/182 [==============================] - 0s 2ms/step - loss: 0.3033 - val_loss: 0.3333
Epoch 72/100
1/182 [..............................] - ETA: 0s - loss: 0.1242
46/182 [======>.......................] - ETA: 0s - loss: 0.2655
89/182 [=============>................] - ETA: 0s - loss: 0.2816
134/182 [=====================>........] - ETA: 0s - loss: 0.2881
180/182 [============================>.] - ETA: 0s - loss: 0.2918
182/182 [==============================] - 0s 2ms/step - loss: 0.2920 - val_loss: 0.4583
Epoch 73/100
1/182 [..............................] - ETA: 0s - loss: 0.2071
54/182 [=======>......................] - ETA: 0s - loss: 0.2597
103/182 [===============>..............] - ETA: 0s - loss: 0.2783
151/182 [=======================>......] - ETA: 0s - loss: 0.2875
182/182 [==============================] - 0s 2ms/step - loss: 0.2908 - val_loss: 0.4119
1/182 [..............................] - ETA: 3s - loss: 0.4035
56/182 [========>.....................] - ETA: 0s - loss: 0.3476
112/182 [=================>............] - ETA: 0s - loss: 0.3182
169/182 [==========================>...] - ETA: 0s - loss: 0.3258
182/182 [==============================] - 0s 905us/step - loss: 0.3317
[CV] END learning_rate=0.0045455096956331, n_hidden=3, n_neurons=30; total time= 25.4s
Epoch 1/100
1/182 [..............................] - ETA: 52s - loss: 7.7747
52/182 [=======>......................] - ETA: 0s - loss: 5.8464
101/182 [===============>..............] - ETA: 0s - loss: 4.8618
150/182 [=======================>......] - ETA: 0s - loss: 4.1959
182/182 [==============================] - 1s 2ms/step - loss: 3.8643 - val_loss: 2.9804
Epoch 2/100
1/182 [..............................] - ETA: 0s - loss: 0.7574
50/182 [=======>......................] - ETA: 0s - loss: 0.7732
98/182 [===============>..............] - ETA: 0s - loss: 0.7824
147/182 [=======================>......] - ETA: 0s - loss: 0.7820
182/182 [==============================] - 0s 2ms/step - loss: 0.7785 - val_loss: 1.6339
Epoch 3/100
1/182 [..............................] - ETA: 0s - loss: 0.4768
49/182 [=======>......................] - ETA: 0s - loss: 0.7270
98/182 [===============>..............] - ETA: 0s - loss: 0.7201
147/182 [=======================>......] - ETA: 0s - loss: 0.7122
182/182 [==============================] - 0s 2ms/step - loss: 0.7053 - val_loss: 0.7989
Epoch 4/100
1/182 [..............................] - ETA: 0s - loss: 0.5605
59/182 [========>.....................] - ETA: 0s - loss: 0.6167
116/182 [==================>...........] - ETA: 0s - loss: 0.6078
174/182 [===========================>..] - ETA: 0s - loss: 0.6106
182/182 [==============================] - 0s 2ms/step - loss: 0.6110 - val_loss: 0.5436
Epoch 5/100
1/182 [..............................] - ETA: 0s - loss: 0.3532
60/182 [========>.....................] - ETA: 0s - loss: 0.5286
118/182 [==================>...........] - ETA: 0s - loss: 0.5533
173/182 [===========================>..] - ETA: 0s - loss: 0.5622
182/182 [==============================] - 0s 2ms/step - loss: 0.5629 - val_loss: 0.6848
Epoch 6/100
1/182 [..............................] - ETA: 0s - loss: 0.5061
49/182 [=======>......................] - ETA: 0s - loss: 0.5654
107/182 [================>.............] - ETA: 0s - loss: 0.5560
164/182 [==========================>...] - ETA: 0s - loss: 0.5553
182/182 [==============================] - 0s 2ms/step - loss: 0.5539 - val_loss: 1.0607
Epoch 7/100
1/182 [..............................] - ETA: 0s - loss: 0.5005
47/182 [======>.......................] - ETA: 0s - loss: 0.4880
100/182 [===============>..............] - ETA: 0s - loss: 0.4910
150/182 [=======================>......] - ETA: 0s - loss: 0.4934
182/182 [==============================] - 0s 2ms/step - loss: 0.4968 - val_loss: 1.4976
Epoch 8/100
1/182 [..............................] - ETA: 0s - loss: 0.3410
44/182 [======>.......................] - ETA: 0s - loss: 0.4967
89/182 [=============>................] - ETA: 0s - loss: 0.4925
128/182 [====================>.........] - ETA: 0s - loss: 0.4927
165/182 [==========================>...] - ETA: 0s - loss: 0.4931
182/182 [==============================] - 0s 2ms/step - loss: 0.4934 - val_loss: 2.0102
Epoch 9/100
1/182 [..............................] - ETA: 0s - loss: 0.6050
51/182 [=======>......................] - ETA: 0s - loss: 0.5434
100/182 [===============>..............] - ETA: 0s - loss: 0.5108
151/182 [=======================>......] - ETA: 0s - loss: 0.4967
182/182 [==============================] - 0s 2ms/step - loss: 0.4931 - val_loss: 2.4068
Epoch 10/100
1/182 [..............................] - ETA: 0s - loss: 0.5419
42/182 [=====>........................] - ETA: 0s - loss: 0.4531
86/182 [=============>................] - ETA: 0s - loss: 0.4573
128/182 [====================>.........] - ETA: 0s - loss: 0.4611
170/182 [===========================>..] - ETA: 0s - loss: 0.4609
182/182 [==============================] - 0s 2ms/step - loss: 0.4613 - val_loss: 2.7186
Epoch 11/100
1/182 [..............................] - ETA: 0s - loss: 0.4601
37/182 [=====>........................] - ETA: 0s - loss: 0.4557
82/182 [============>.................] - ETA: 0s - loss: 0.4590
125/182 [===================>..........] - ETA: 0s - loss: 0.4607
171/182 [===========================>..] - ETA: 0s - loss: 0.4610
182/182 [==============================] - 0s 2ms/step - loss: 0.4609 - val_loss: 3.0404
Epoch 12/100
1/182 [..............................] - ETA: 0s - loss: 0.6500
45/182 [======>.......................] - ETA: 0s - loss: 0.4756
90/182 [=============>................] - ETA: 0s - loss: 0.4613
134/182 [=====================>........] - ETA: 0s - loss: 0.4604
178/182 [============================>.] - ETA: 0s - loss: 0.4572
182/182 [==============================] - 0s 2ms/step - loss: 0.4569 - val_loss: 3.1563
Epoch 13/100
1/182 [..............................] - ETA: 0s - loss: 0.4175
44/182 [======>.......................] - ETA: 0s - loss: 0.4444
89/182 [=============>................] - ETA: 0s - loss: 0.4362
134/182 [=====================>........] - ETA: 0s - loss: 0.4365
180/182 [============================>.] - ETA: 0s - loss: 0.4367
182/182 [==============================] - 0s 2ms/step - loss: 0.4368 - val_loss: 3.2574
Epoch 14/100
1/182 [..............................] - ETA: 0s - loss: 0.4210
43/182 [======>.......................] - ETA: 0s - loss: 0.4318
88/182 [=============>................] - ETA: 0s - loss: 0.4362
133/182 [====================>.........] - ETA: 0s - loss: 0.4411
178/182 [============================>.] - ETA: 0s - loss: 0.4398
182/182 [==============================] - 0s 2ms/step - loss: 0.4396 - val_loss: 3.3556
1/182 [..............................] - ETA: 3s - loss: 0.6706
57/182 [========>.....................] - ETA: 0s - loss: 0.3985
110/182 [=================>............] - ETA: 0s - loss: 0.4281
167/182 [==========================>...] - ETA: 0s - loss: 0.4423
182/182 [==============================] - 0s 927us/step - loss: 0.4917
[CV] END learning_rate=0.0020587676114196545, n_hidden=1, n_neurons=49; total time= 5.4s
Epoch 1/100
1/182 [..............................] - ETA: 1:02 - loss: 3.6862
46/182 [======>.......................] - ETA: 0s - loss: 3.6740
92/182 [==============>...............] - ETA: 0s - loss: 3.2979
128/182 [====================>.........] - ETA: 0s - loss: 3.0496
173/182 [===========================>..] - ETA: 0s - loss: 2.8695
182/182 [==============================] - 1s 3ms/step - loss: 2.8401 - val_loss: 1.5065
Epoch 2/100
1/182 [..............................] - ETA: 0s - loss: 0.8850
44/182 [======>.......................] - ETA: 0s - loss: 1.0016
88/182 [=============>................] - ETA: 0s - loss: 0.9503
133/182 [====================>.........] - ETA: 0s - loss: 0.9147
177/182 [============================>.] - ETA: 0s - loss: 0.8879
182/182 [==============================] - 0s 2ms/step - loss: 0.8850 - val_loss: 0.6967
Epoch 3/100
1/182 [..............................] - ETA: 0s - loss: 0.8387
39/182 [=====>........................] - ETA: 0s - loss: 0.6813
82/182 [============>.................] - ETA: 0s - loss: 0.6684
126/182 [===================>..........] - ETA: 0s - loss: 0.6654
171/182 [===========================>..] - ETA: 0s - loss: 0.6650
182/182 [==============================] - 0s 2ms/step - loss: 0.6651 - val_loss: 0.6338
Epoch 4/100
1/182 [..............................] - ETA: 0s - loss: 0.7285
47/182 [======>.......................] - ETA: 0s - loss: 0.6322
95/182 [==============>...............] - ETA: 0s - loss: 0.6348
145/182 [======================>.......] - ETA: 0s - loss: 0.6348
182/182 [==============================] - 0s 2ms/step - loss: 0.6332 - val_loss: 0.5938
Epoch 5/100
1/182 [..............................] - ETA: 0s - loss: 0.4403
49/182 [=======>......................] - ETA: 0s - loss: 0.5961
99/182 [===============>..............] - ETA: 0s - loss: 0.6001
148/182 [=======================>......] - ETA: 0s - loss: 0.6008
182/182 [==============================] - 0s 2ms/step - loss: 0.6001 - val_loss: 0.5804
Epoch 6/100
1/182 [..............................] - ETA: 0s - loss: 0.5179
53/182 [=======>......................] - ETA: 0s - loss: 0.5388
104/182 [================>.............] - ETA: 0s - loss: 0.5601
155/182 [========================>.....] - ETA: 0s - loss: 0.5634
182/182 [==============================] - 0s 2ms/step - loss: 0.5645 - val_loss: 0.5417
Epoch 7/100
1/182 [..............................] - ETA: 0s - loss: 0.6921
44/182 [======>.......................] - ETA: 0s - loss: 0.5670
93/182 [==============>...............] - ETA: 0s - loss: 0.5522
143/182 [======================>.......] - ETA: 0s - loss: 0.5498
182/182 [==============================] - 0s 2ms/step - loss: 0.5485 - val_loss: 0.5416
Epoch 8/100
1/182 [..............................] - ETA: 0s - loss: 0.8170
53/182 [=======>......................] - ETA: 0s - loss: 0.5539
105/182 [================>.............] - ETA: 0s - loss: 0.5339
158/182 [=========================>....] - ETA: 0s - loss: 0.5314
182/182 [==============================] - 0s 2ms/step - loss: 0.5307 - val_loss: 0.5183
Epoch 9/100
1/182 [..............................] - ETA: 0s - loss: 0.2992
52/182 [=======>......................] - ETA: 0s - loss: 0.4488
98/182 [===============>..............] - ETA: 0s - loss: 0.4637
133/182 [====================>.........] - ETA: 0s - loss: 0.4710
182/182 [==============================] - ETA: 0s - loss: 0.4813
182/182 [==============================] - 0s 2ms/step - loss: 0.4815 - val_loss: 0.4888
Epoch 10/100
1/182 [..............................] - ETA: 0s - loss: 0.8084
51/182 [=======>......................] - ETA: 0s - loss: 0.5647
102/182 [===============>..............] - ETA: 0s - loss: 0.5271
154/182 [========================>.....] - ETA: 0s - loss: 0.5121
182/182 [==============================] - 0s 2ms/step - loss: 0.5086 - val_loss: 0.4783
Epoch 11/100
1/182 [..............................] - ETA: 0s - loss: 0.3989
52/182 [=======>......................] - ETA: 0s - loss: 0.4799
102/182 [===============>..............] - ETA: 0s - loss: 0.4817
151/182 [=======================>......] - ETA: 0s - loss: 0.4809
182/182 [==============================] - 0s 2ms/step - loss: 0.4801 - val_loss: 0.4834
Epoch 12/100
1/182 [..............................] - ETA: 0s - loss: 0.4124
51/182 [=======>......................] - ETA: 0s - loss: 0.4764
103/182 [===============>..............] - ETA: 0s - loss: 0.4864
154/182 [========================>.....] - ETA: 0s - loss: 0.4825
182/182 [==============================] - 0s 2ms/step - loss: 0.4797 - val_loss: 0.4594
Epoch 13/100
1/182 [..............................] - ETA: 0s - loss: 0.6207
51/182 [=======>......................] - ETA: 0s - loss: 0.5011
90/182 [=============>................] - ETA: 0s - loss: 0.4919
141/182 [======================>.......] - ETA: 0s - loss: 0.4822
182/182 [==============================] - 0s 2ms/step - loss: 0.4771 - val_loss: 0.4575
Epoch 14/100
1/182 [..............................] - ETA: 0s - loss: 0.6445
52/182 [=======>......................] - ETA: 0s - loss: 0.4005
104/182 [================>.............] - ETA: 0s - loss: 0.4168
155/182 [========================>.....] - ETA: 0s - loss: 0.4254
182/182 [==============================] - 0s 2ms/step - loss: 0.4284 - val_loss: 0.4514
Epoch 15/100
1/182 [..............................] - ETA: 0s - loss: 0.2269
53/182 [=======>......................] - ETA: 0s - loss: 0.4109
104/182 [================>.............] - ETA: 0s - loss: 0.4331
156/182 [========================>.....] - ETA: 0s - loss: 0.4403
182/182 [==============================] - 0s 2ms/step - loss: 0.4413 - val_loss: 0.4515
Epoch 16/100
1/182 [..............................] - ETA: 0s - loss: 0.2412
50/182 [=======>......................] - ETA: 0s - loss: 0.4574
100/182 [===============>..............] - ETA: 0s - loss: 0.4587
152/182 [========================>.....] - ETA: 0s - loss: 0.4503
182/182 [==============================] - 0s 2ms/step - loss: 0.4480 - val_loss: 0.4344
Epoch 17/100
1/182 [..............................] - ETA: 0s - loss: 0.6941
52/182 [=======>......................] - ETA: 0s - loss: 0.4615
103/182 [===============>..............] - ETA: 0s - loss: 0.4357
153/182 [========================>.....] - ETA: 0s - loss: 0.4323
182/182 [==============================] - 0s 2ms/step - loss: 0.4317 - val_loss: 0.4426
Epoch 18/100
1/182 [..............................] - ETA: 0s - loss: 0.4583
51/182 [=======>......................] - ETA: 0s - loss: 0.4207
101/182 [===============>..............] - ETA: 0s - loss: 0.4285
152/182 [========================>.....] - ETA: 0s - loss: 0.4321
182/182 [==============================] - 0s 2ms/step - loss: 0.4314 - val_loss: 0.4350
Epoch 19/100
1/182 [..............................] - ETA: 0s - loss: 0.3521
57/182 [========>.....................] - ETA: 0s - loss: 0.4385
108/182 [================>.............] - ETA: 0s - loss: 0.4359
155/182 [========================>.....] - ETA: 0s - loss: 0.4342
182/182 [==============================] - 0s 2ms/step - loss: 0.4326 - val_loss: 0.4455
Epoch 20/100
1/182 [..............................] - ETA: 0s - loss: 0.3089
55/182 [========>.....................] - ETA: 0s - loss: 0.4383
111/182 [=================>............] - ETA: 0s - loss: 0.4380
167/182 [==========================>...] - ETA: 0s - loss: 0.4340
182/182 [==============================] - 0s 2ms/step - loss: 0.4327 - val_loss: 0.4332
Epoch 21/100
1/182 [..............................] - ETA: 0s - loss: 0.4900
58/182 [========>.....................] - ETA: 0s - loss: 0.4189
115/182 [=================>............] - ETA: 0s - loss: 0.4113
169/182 [==========================>...] - ETA: 0s - loss: 0.4115
182/182 [==============================] - 0s 2ms/step - loss: 0.4117 - val_loss: 0.4389
Epoch 22/100
1/182 [..............................] - ETA: 0s - loss: 0.5267
49/182 [=======>......................] - ETA: 0s - loss: 0.4341
96/182 [==============>...............] - ETA: 0s - loss: 0.4263
148/182 [=======================>......] - ETA: 0s - loss: 0.4239
182/182 [==============================] - 0s 2ms/step - loss: 0.4228 - val_loss: 0.4390
Epoch 23/100
1/182 [..............................] - ETA: 0s - loss: 0.2635
58/182 [========>.....................] - ETA: 0s - loss: 0.3925
113/182 [=================>............] - ETA: 0s - loss: 0.4036
170/182 [===========================>..] - ETA: 0s - loss: 0.4061
182/182 [==============================] - 0s 2ms/step - loss: 0.4063 - val_loss: 0.4349
Epoch 24/100
1/182 [..............................] - ETA: 0s - loss: 0.4043
58/182 [========>.....................] - ETA: 0s - loss: 0.3974
115/182 [=================>............] - ETA: 0s - loss: 0.3976
172/182 [===========================>..] - ETA: 0s - loss: 0.4003
182/182 [==============================] - 0s 2ms/step - loss: 0.4007 - val_loss: 0.4485
Epoch 25/100
1/182 [..............................] - ETA: 0s - loss: 0.1964
58/182 [========>.....................] - ETA: 0s - loss: 0.3473
115/182 [=================>............] - ETA: 0s - loss: 0.3662
171/182 [===========================>..] - ETA: 0s - loss: 0.3782
182/182 [==============================] - 0s 2ms/step - loss: 0.3800 - val_loss: 0.4147
Epoch 26/100
1/182 [..............................] - ETA: 0s - loss: 0.3978
54/182 [=======>......................] - ETA: 0s - loss: 0.4190
106/182 [================>.............] - ETA: 0s - loss: 0.4102
164/182 [==========================>...] - ETA: 0s - loss: 0.4071
182/182 [==============================] - 0s 2ms/step - loss: 0.4067 - val_loss: 0.4511
Epoch 27/100
1/182 [..............................] - ETA: 0s - loss: 1.1262
56/182 [========>.....................] - ETA: 0s - loss: 0.4296
113/182 [=================>............] - ETA: 0s - loss: 0.4130
170/182 [===========================>..] - ETA: 0s - loss: 0.4066
182/182 [==============================] - 0s 2ms/step - loss: 0.4061 - val_loss: 0.4434
Epoch 28/100
1/182 [..............................] - ETA: 0s - loss: 0.4540
57/182 [========>.....................] - ETA: 0s - loss: 0.4504
114/182 [=================>............] - ETA: 0s - loss: 0.4352
164/182 [==========================>...] - ETA: 0s - loss: 0.4260
182/182 [==============================] - 0s 2ms/step - loss: 0.4234 - val_loss: 0.4242
Epoch 29/100
1/182 [..............................] - ETA: 0s - loss: 0.3433
58/182 [========>.....................] - ETA: 0s - loss: 0.3750
111/182 [=================>............] - ETA: 0s - loss: 0.3793
159/182 [=========================>....] - ETA: 0s - loss: 0.3847
182/182 [==============================] - 0s 2ms/step - loss: 0.3867 - val_loss: 0.4213
Epoch 30/100
1/182 [..............................] - ETA: 0s - loss: 0.3427
60/182 [========>.....................] - ETA: 0s - loss: 0.3704
119/182 [==================>...........] - ETA: 0s - loss: 0.3930
178/182 [============================>.] - ETA: 0s - loss: 0.3960
182/182 [==============================] - 0s 2ms/step - loss: 0.3960 - val_loss: 0.4090
Epoch 31/100
1/182 [..............................] - ETA: 0s - loss: 0.3582
59/182 [========>.....................] - ETA: 0s - loss: 0.3769
118/182 [==================>...........] - ETA: 0s - loss: 0.3920
177/182 [============================>.] - ETA: 0s - loss: 0.3926
182/182 [==============================] - 0s 2ms/step - loss: 0.3927 - val_loss: 0.4129
Epoch 32/100
1/182 [..............................] - ETA: 0s - loss: 0.5178
59/182 [========>.....................] - ETA: 0s - loss: 0.3813
118/182 [==================>...........] - ETA: 0s - loss: 0.3900
176/182 [============================>.] - ETA: 0s - loss: 0.3930
182/182 [==============================] - 0s 2ms/step - loss: 0.3930 - val_loss: 0.4337
Epoch 33/100
1/182 [..............................] - ETA: 0s - loss: 0.4247
59/182 [========>.....................] - ETA: 0s - loss: 0.3933
106/182 [================>.............] - ETA: 0s - loss: 0.3926
164/182 [==========================>...] - ETA: 0s - loss: 0.3914
182/182 [==============================] - 0s 2ms/step - loss: 0.3912 - val_loss: 0.3977
Epoch 34/100
1/182 [..............................] - ETA: 0s - loss: 0.2677
58/182 [========>.....................] - ETA: 0s - loss: 0.3655
116/182 [==================>...........] - ETA: 0s - loss: 0.3805
173/182 [===========================>..] - ETA: 0s - loss: 0.3863
182/182 [==============================] - 0s 2ms/step - loss: 0.3867 - val_loss: 0.4091
Epoch 35/100
1/182 [..............................] - ETA: 0s - loss: 0.3254
60/182 [========>.....................] - ETA: 0s - loss: 0.4012
118/182 [==================>...........] - ETA: 0s - loss: 0.4000
174/182 [===========================>..] - ETA: 0s - loss: 0.3981
182/182 [==============================] - 0s 2ms/step - loss: 0.3978 - val_loss: 0.4115
Epoch 36/100
1/182 [..............................] - ETA: 0s - loss: 0.4616
56/182 [========>.....................] - ETA: 0s - loss: 0.4231
114/182 [=================>............] - ETA: 0s - loss: 0.4174
171/182 [===========================>..] - ETA: 0s - loss: 0.4093
182/182 [==============================] - 0s 2ms/step - loss: 0.4079 - val_loss: 0.4330
Epoch 37/100
1/182 [..............................] - ETA: 0s - loss: 0.3149
58/182 [========>.....................] - ETA: 0s - loss: 0.4065
114/182 [=================>............] - ETA: 0s - loss: 0.3935
173/182 [===========================>..] - ETA: 0s - loss: 0.3903
182/182 [==============================] - 0s 2ms/step - loss: 0.3899 - val_loss: 0.4002
Epoch 38/100
1/182 [..............................] - ETA: 0s - loss: 0.4471
58/182 [========>.....................] - ETA: 0s - loss: 0.4050
114/182 [=================>............] - ETA: 0s - loss: 0.3995
171/182 [===========================>..] - ETA: 0s - loss: 0.3963
182/182 [==============================] - 0s 2ms/step - loss: 0.3957 - val_loss: 0.4008
Epoch 39/100
1/182 [..............................] - ETA: 0s - loss: 0.2462
59/182 [========>.....................] - ETA: 0s - loss: 0.4084
117/182 [==================>...........] - ETA: 0s - loss: 0.4059
174/182 [===========================>..] - ETA: 0s - loss: 0.4021
182/182 [==============================] - 0s 2ms/step - loss: 0.4014 - val_loss: 0.4093
Epoch 40/100
1/182 [..............................] - ETA: 0s - loss: 0.2996
58/182 [========>.....................] - ETA: 0s - loss: 0.3804
107/182 [================>.............] - ETA: 0s - loss: 0.3929
164/182 [==========================>...] - ETA: 0s - loss: 0.3943
182/182 [==============================] - 0s 2ms/step - loss: 0.3936 - val_loss: 0.4054
Epoch 41/100
1/182 [..............................] - ETA: 0s - loss: 0.6101
59/182 [========>.....................] - ETA: 0s - loss: 0.4265
117/182 [==================>...........] - ETA: 0s - loss: 0.4115
175/182 [===========================>..] - ETA: 0s - loss: 0.4038
182/182 [==============================] - 0s 2ms/step - loss: 0.4030 - val_loss: 0.4247
Epoch 42/100
1/182 [..............................] - ETA: 0s - loss: 0.3079
59/182 [========>.....................] - ETA: 0s - loss: 0.3772
117/182 [==================>...........] - ETA: 0s - loss: 0.3840
174/182 [===========================>..] - ETA: 0s - loss: 0.3860
182/182 [==============================] - 0s 2ms/step - loss: 0.3861 - val_loss: 0.3963
Epoch 43/100
1/182 [..............................] - ETA: 0s - loss: 0.3197
56/182 [========>.....................] - ETA: 0s - loss: 0.4177
109/182 [================>.............] - ETA: 0s - loss: 0.4126
166/182 [==========================>...] - ETA: 0s - loss: 0.4059
182/182 [==============================] - 0s 2ms/step - loss: 0.4037 - val_loss: 0.4229
Epoch 44/100
1/182 [..............................] - ETA: 0s - loss: 0.2292
59/182 [========>.....................] - ETA: 0s - loss: 0.3787
112/182 [=================>............] - ETA: 0s - loss: 0.3803
171/182 [===========================>..] - ETA: 0s - loss: 0.3801
182/182 [==============================] - 0s 2ms/step - loss: 0.3802 - val_loss: 0.4379
Epoch 45/100
1/182 [..............................] - ETA: 0s - loss: 0.2346
58/182 [========>.....................] - ETA: 0s - loss: 0.3831
116/182 [==================>...........] - ETA: 0s - loss: 0.3868
174/182 [===========================>..] - ETA: 0s - loss: 0.3848
182/182 [==============================] - 0s 2ms/step - loss: 0.3846 - val_loss: 0.3809
Epoch 46/100
1/182 [..............................] - ETA: 0s - loss: 0.4856
58/182 [========>.....................] - ETA: 0s - loss: 0.4064
111/182 [=================>............] - ETA: 0s - loss: 0.3900
165/182 [==========================>...] - ETA: 0s - loss: 0.3873
182/182 [==============================] - 0s 2ms/step - loss: 0.3869 - val_loss: 0.3744
Epoch 47/100
1/182 [..............................] - ETA: 0s - loss: 0.3481
38/182 [=====>........................] - ETA: 0s - loss: 0.3293
73/182 [===========>..................] - ETA: 0s - loss: 0.3483
121/182 [==================>...........] - ETA: 0s - loss: 0.3621
178/182 [============================>.] - ETA: 0s - loss: 0.3699
182/182 [==============================] - 0s 2ms/step - loss: 0.3702 - val_loss: 0.3730
Epoch 48/100
1/182 [..............................] - ETA: 0s - loss: 0.3702
57/182 [========>.....................] - ETA: 0s - loss: 0.3615
115/182 [=================>............] - ETA: 0s - loss: 0.3715
169/182 [==========================>...] - ETA: 0s - loss: 0.3725
182/182 [==============================] - 0s 2ms/step - loss: 0.3732 - val_loss: 0.4170
Epoch 49/100
1/182 [..............................] - ETA: 0s - loss: 0.4751
56/182 [========>.....................] - ETA: 0s - loss: 0.4533
104/182 [================>.............] - ETA: 0s - loss: 0.4315
156/182 [========================>.....] - ETA: 0s - loss: 0.4162
182/182 [==============================] - 0s 2ms/step - loss: 0.4110 - val_loss: 0.3876
Epoch 50/100
1/182 [..............................] - ETA: 0s - loss: 0.8996
55/182 [========>.....................] - ETA: 0s - loss: 0.3950
111/182 [=================>............] - ETA: 0s - loss: 0.3885
157/182 [========================>.....] - ETA: 0s - loss: 0.3865
182/182 [==============================] - 0s 2ms/step - loss: 0.3861 - val_loss: 0.4214
Epoch 51/100
1/182 [..............................] - ETA: 0s - loss: 0.7652
58/182 [========>.....................] - ETA: 0s - loss: 0.4239
115/182 [=================>............] - ETA: 0s - loss: 0.4032
168/182 [==========================>...] - ETA: 0s - loss: 0.3958
182/182 [==============================] - 0s 2ms/step - loss: 0.3942 - val_loss: 0.4024
Epoch 52/100
1/182 [..............................] - ETA: 0s - loss: 0.4287
57/182 [========>.....................] - ETA: 0s - loss: 0.3955
113/182 [=================>............] - ETA: 0s - loss: 0.3807
166/182 [==========================>...] - ETA: 0s - loss: 0.3773
182/182 [==============================] - 0s 2ms/step - loss: 0.3773 - val_loss: 0.3817
Epoch 53/100
1/182 [..............................] - ETA: 0s - loss: 0.2344
58/182 [========>.....................] - ETA: 0s - loss: 0.3800
115/182 [=================>............] - ETA: 0s - loss: 0.3780
173/182 [===========================>..] - ETA: 0s - loss: 0.3764
182/182 [==============================] - 0s 2ms/step - loss: 0.3763 - val_loss: 0.3803
Epoch 54/100
1/182 [..............................] - ETA: 0s - loss: 0.2747
59/182 [========>.....................] - ETA: 0s - loss: 0.3353
116/182 [==================>...........] - ETA: 0s - loss: 0.3537
175/182 [===========================>..] - ETA: 0s - loss: 0.3600
182/182 [==============================] - 0s 2ms/step - loss: 0.3606 - val_loss: 0.3807
Epoch 55/100
1/182 [..............................] - ETA: 0s - loss: 0.3308
59/182 [========>.....................] - ETA: 0s - loss: 0.3341
118/182 [==================>...........] - ETA: 0s - loss: 0.3498
178/182 [============================>.] - ETA: 0s - loss: 0.3588
182/182 [==============================] - 0s 2ms/step - loss: 0.3593 - val_loss: 0.3721
Epoch 56/100
1/182 [..............................] - ETA: 0s - loss: 0.6408
59/182 [========>.....................] - ETA: 0s - loss: 0.3960
115/182 [=================>............] - ETA: 0s - loss: 0.3763
168/182 [==========================>...] - ETA: 0s - loss: 0.3750
182/182 [==============================] - 0s 2ms/step - loss: 0.3751 - val_loss: 0.3963
Epoch 57/100
1/182 [..............................] - ETA: 0s - loss: 0.2108
57/182 [========>.....................] - ETA: 0s - loss: 0.3762
115/182 [=================>............] - ETA: 0s - loss: 0.3760
165/182 [==========================>...] - ETA: 0s - loss: 0.3738
182/182 [==============================] - 0s 2ms/step - loss: 0.3738 - val_loss: 0.3777
Epoch 58/100
1/182 [..............................] - ETA: 0s - loss: 0.2919
52/182 [=======>......................] - ETA: 0s - loss: 0.3876
104/182 [================>.............] - ETA: 0s - loss: 0.3897
152/182 [========================>.....] - ETA: 0s - loss: 0.3858
182/182 [==============================] - 0s 2ms/step - loss: 0.3834 - val_loss: 0.3695
Epoch 59/100
1/182 [..............................] - ETA: 0s - loss: 0.3907
52/182 [=======>......................] - ETA: 0s - loss: 0.3942
102/182 [===============>..............] - ETA: 0s - loss: 0.3856
154/182 [========================>.....] - ETA: 0s - loss: 0.3826
182/182 [==============================] - 0s 2ms/step - loss: 0.3813 - val_loss: 0.3699
Epoch 60/100
1/182 [..............................] - ETA: 0s - loss: 0.3947
57/182 [========>.....................] - ETA: 0s - loss: 0.3546
113/182 [=================>............] - ETA: 0s - loss: 0.3605
164/182 [==========================>...] - ETA: 0s - loss: 0.3636
182/182 [==============================] - 0s 2ms/step - loss: 0.3642 - val_loss: 0.3884
Epoch 61/100
1/182 [..............................] - ETA: 0s - loss: 0.4285
35/182 [====>.........................] - ETA: 0s - loss: 0.3908
69/182 [==========>...................] - ETA: 0s - loss: 0.3953
110/182 [=================>............] - ETA: 0s - loss: 0.3942
168/182 [==========================>...] - ETA: 0s - loss: 0.3869
182/182 [==============================] - 0s 2ms/step - loss: 0.3855 - val_loss: 0.4101
Epoch 62/100
1/182 [..............................] - ETA: 0s - loss: 0.4490
40/182 [=====>........................] - ETA: 0s - loss: 0.3992
93/182 [==============>...............] - ETA: 0s - loss: 0.3965
148/182 [=======================>......] - ETA: 0s - loss: 0.3897
182/182 [==============================] - 1s 3ms/step - loss: 0.3865 - val_loss: 0.4033
Epoch 63/100
1/182 [..............................] - ETA: 0s - loss: 0.2472
32/182 [====>.........................] - ETA: 0s - loss: 0.3740
54/182 [=======>......................] - ETA: 0s - loss: 0.3753
87/182 [=============>................] - ETA: 0s - loss: 0.3767
128/182 [====================>.........] - ETA: 0s - loss: 0.3764
162/182 [=========================>....] - ETA: 0s - loss: 0.3764
182/182 [==============================] - 1s 3ms/step - loss: 0.3759 - val_loss: 0.3583
Epoch 64/100
1/182 [..............................] - ETA: 0s - loss: 0.3596
43/182 [======>.......................] - ETA: 0s - loss: 0.3693
92/182 [==============>...............] - ETA: 0s - loss: 0.3722
138/182 [=====================>........] - ETA: 0s - loss: 0.3725
182/182 [==============================] - 0s 2ms/step - loss: 0.3720 - val_loss: 0.3932
Epoch 65/100
1/182 [..............................] - ETA: 0s - loss: 0.2408
49/182 [=======>......................] - ETA: 0s - loss: 0.3111
93/182 [==============>...............] - ETA: 0s - loss: 0.3360
134/182 [=====================>........] - ETA: 0s - loss: 0.3470
175/182 [===========================>..] - ETA: 0s - loss: 0.3518
182/182 [==============================] - 0s 2ms/step - loss: 0.3525 - val_loss: 0.3851
Epoch 66/100
1/182 [..............................] - ETA: 0s - loss: 0.2329
44/182 [======>.......................] - ETA: 0s - loss: 0.3478
76/182 [===========>..................] - ETA: 0s - loss: 0.3571
120/182 [==================>...........] - ETA: 0s - loss: 0.3625
164/182 [==========================>...] - ETA: 0s - loss: 0.3653
182/182 [==============================] - 0s 2ms/step - loss: 0.3659 - val_loss: 0.3804
Epoch 67/100
1/182 [..............................] - ETA: 0s - loss: 0.4529
58/182 [========>.....................] - ETA: 0s - loss: 0.3553
104/182 [================>.............] - ETA: 0s - loss: 0.3521
151/182 [=======================>......] - ETA: 0s - loss: 0.3538
182/182 [==============================] - 0s 2ms/step - loss: 0.3562 - val_loss: 0.4052
Epoch 68/100
1/182 [..............................] - ETA: 0s - loss: 0.5901
59/182 [========>.....................] - ETA: 0s - loss: 0.4008
107/182 [================>.............] - ETA: 0s - loss: 0.3916
139/182 [=====================>........] - ETA: 0s - loss: 0.3864
182/182 [==============================] - 0s 2ms/step - loss: 0.3830 - val_loss: 0.3774
Epoch 69/100
1/182 [..............................] - ETA: 0s - loss: 0.3078
41/182 [=====>........................] - ETA: 0s - loss: 0.3540
85/182 [=============>................] - ETA: 0s - loss: 0.3592
129/182 [====================>.........] - ETA: 0s - loss: 0.3582
167/182 [==========================>...] - ETA: 0s - loss: 0.3585
182/182 [==============================] - 0s 2ms/step - loss: 0.3593 - val_loss: 0.3882
Epoch 70/100
1/182 [..............................] - ETA: 0s - loss: 0.6494
42/182 [=====>........................] - ETA: 0s - loss: 0.3746
89/182 [=============>................] - ETA: 0s - loss: 0.3725
146/182 [=======================>......] - ETA: 0s - loss: 0.3714
182/182 [==============================] - 0s 2ms/step - loss: 0.3714 - val_loss: 0.3918
Epoch 71/100
1/182 [..............................] - ETA: 0s - loss: 0.3218
49/182 [=======>......................] - ETA: 0s - loss: 0.3613
95/182 [==============>...............] - ETA: 0s - loss: 0.3653
150/182 [=======================>......] - ETA: 0s - loss: 0.3644
182/182 [==============================] - 0s 2ms/step - loss: 0.3645 - val_loss: 0.3642
Epoch 72/100
1/182 [..............................] - ETA: 0s - loss: 0.1928
56/182 [========>.....................] - ETA: 0s - loss: 0.3406
101/182 [===============>..............] - ETA: 0s - loss: 0.3530
147/182 [=======================>......] - ETA: 0s - loss: 0.3554
182/182 [==============================] - 0s 2ms/step - loss: 0.3573 - val_loss: 0.4191
Epoch 73/100
1/182 [..............................] - ETA: 0s - loss: 0.1670
37/182 [=====>........................] - ETA: 0s - loss: 0.2911
85/182 [=============>................] - ETA: 0s - loss: 0.3192
142/182 [======================>.......] - ETA: 0s - loss: 0.3363
182/182 [==============================] - 0s 2ms/step - loss: 0.3427 - val_loss: 0.3616
1/182 [..............................] - ETA: 2s - loss: 0.4220
50/182 [=======>......................] - ETA: 0s - loss: 0.3870
108/182 [================>.............] - ETA: 0s - loss: 0.3549
166/182 [==========================>...] - ETA: 0s - loss: 0.3604
182/182 [==============================] - 0s 930us/step - loss: 0.3712
[CV] END learning_rate=0.0020587676114196545, n_hidden=1, n_neurons=49; total time= 24.0s
Epoch 1/100
1/182 [..............................] - ETA: 57s - loss: 5.3895
38/182 [=====>........................] - ETA: 0s - loss: 3.2264
83/182 [============>.................] - ETA: 0s - loss: 2.4288
129/182 [====================>.........] - ETA: 0s - loss: 2.0386
152/182 [========================>.....] - ETA: 0s - loss: 1.9069
179/182 [============================>.] - ETA: 0s - loss: 1.7837
182/182 [==============================] - 1s 3ms/step - loss: 1.7677 - val_loss: 9.7311
Epoch 2/100
1/182 [..............................] - ETA: 0s - loss: 0.5433
49/182 [=======>......................] - ETA: 0s - loss: 0.5598
98/182 [===============>..............] - ETA: 0s - loss: 0.5723
148/182 [=======================>......] - ETA: 0s - loss: 0.5710
179/182 [============================>.] - ETA: 0s - loss: 0.5683
182/182 [==============================] - 0s 2ms/step - loss: 0.5678 - val_loss: 1.3817
Epoch 3/100
1/182 [..............................] - ETA: 0s - loss: 0.2282
46/182 [======>.......................] - ETA: 0s - loss: 0.5351
64/182 [=========>....................] - ETA: 0s - loss: 0.5262
79/182 [============>.................] - ETA: 0s - loss: 0.5204
112/182 [=================>............] - ETA: 0s - loss: 0.5118
147/182 [=======================>......] - ETA: 0s - loss: 0.5040
182/182 [==============================] - 0s 2ms/step - loss: 0.4953 - val_loss: 0.4010
Epoch 4/100
1/182 [..............................] - ETA: 0s - loss: 0.2967
49/182 [=======>......................] - ETA: 0s - loss: 0.4133
99/182 [===============>..............] - ETA: 0s - loss: 0.4009
148/182 [=======================>......] - ETA: 0s - loss: 0.4004
182/182 [==============================] - 0s 2ms/step - loss: 0.4030 - val_loss: 0.4842
Epoch 5/100
1/182 [..............................] - ETA: 0s - loss: 0.2418
46/182 [======>.......................] - ETA: 0s - loss: 0.3478
95/182 [==============>...............] - ETA: 0s - loss: 0.3689
144/182 [======================>.......] - ETA: 0s - loss: 0.3764
182/182 [==============================] - 0s 2ms/step - loss: 0.3797 - val_loss: 0.4339
Epoch 6/100
1/182 [..............................] - ETA: 0s - loss: 0.4023
51/182 [=======>......................] - ETA: 0s - loss: 0.4079
100/182 [===============>..............] - ETA: 0s - loss: 0.3942
147/182 [=======================>......] - ETA: 0s - loss: 0.3951
182/182 [==============================] - 0s 2ms/step - loss: 0.3924 - val_loss: 0.4961
Epoch 7/100
1/182 [..............................] - ETA: 0s - loss: 0.2525
40/182 [=====>........................] - ETA: 0s - loss: 0.3212
88/182 [=============>................] - ETA: 0s - loss: 0.3346
135/182 [=====================>........] - ETA: 0s - loss: 0.3419
176/182 [============================>.] - ETA: 0s - loss: 0.3470
182/182 [==============================] - 0s 2ms/step - loss: 0.3480 - val_loss: 0.3700
Epoch 8/100
1/182 [..............................] - ETA: 0s - loss: 0.1569
48/182 [======>.......................] - ETA: 0s - loss: 0.3505
77/182 [===========>..................] - ETA: 0s - loss: 0.3523
108/182 [================>.............] - ETA: 0s - loss: 0.3513
155/182 [========================>.....] - ETA: 0s - loss: 0.3545
182/182 [==============================] - 0s 2ms/step - loss: 0.3555 - val_loss: 0.3452
Epoch 9/100
1/182 [..............................] - ETA: 0s - loss: 0.4579
46/182 [======>.......................] - ETA: 0s - loss: 0.3956
95/182 [==============>...............] - ETA: 0s - loss: 0.3773
145/182 [======================>.......] - ETA: 0s - loss: 0.3672
182/182 [==============================] - 0s 2ms/step - loss: 0.3647 - val_loss: 0.3399
Epoch 10/100
1/182 [..............................] - ETA: 0s - loss: 0.5537
41/182 [=====>........................] - ETA: 0s - loss: 0.3543
81/182 [============>.................] - ETA: 0s - loss: 0.3537
125/182 [===================>..........] - ETA: 0s - loss: 0.3542
165/182 [==========================>...] - ETA: 0s - loss: 0.3524
182/182 [==============================] - 0s 2ms/step - loss: 0.3522 - val_loss: 0.3463
Epoch 11/100
1/182 [..............................] - ETA: 0s - loss: 0.3084
42/182 [=====>........................] - ETA: 0s - loss: 0.3453
82/182 [============>.................] - ETA: 0s - loss: 0.3427
123/182 [===================>..........] - ETA: 0s - loss: 0.3446
159/182 [=========================>....] - ETA: 0s - loss: 0.3459
182/182 [==============================] - 0s 2ms/step - loss: 0.3465 - val_loss: 0.3810
Epoch 12/100
1/182 [..............................] - ETA: 0s - loss: 0.3730
42/182 [=====>........................] - ETA: 0s - loss: 0.3602
90/182 [=============>................] - ETA: 0s - loss: 0.3501
131/182 [====================>.........] - ETA: 0s - loss: 0.3508
173/182 [===========================>..] - ETA: 0s - loss: 0.3494
182/182 [==============================] - 0s 2ms/step - loss: 0.3491 - val_loss: 0.4201
Epoch 13/100
1/182 [..............................] - ETA: 0s - loss: 0.3960
45/182 [======>.......................] - ETA: 0s - loss: 0.3570
89/182 [=============>................] - ETA: 0s - loss: 0.3452
129/182 [====================>.........] - ETA: 0s - loss: 0.3428
167/182 [==========================>...] - ETA: 0s - loss: 0.3419
182/182 [==============================] - 0s 2ms/step - loss: 0.3418 - val_loss: 0.4759
Epoch 14/100
1/182 [..............................] - ETA: 0s - loss: 0.3050
45/182 [======>.......................] - ETA: 0s - loss: 0.3296
88/182 [=============>................] - ETA: 0s - loss: 0.3359
132/182 [====================>.........] - ETA: 0s - loss: 0.3414
174/182 [===========================>..] - ETA: 0s - loss: 0.3412
182/182 [==============================] - 0s 2ms/step - loss: 0.3410 - val_loss: 0.5623
Epoch 15/100
1/182 [..............................] - ETA: 0s - loss: 0.5035
43/182 [======>.......................] - ETA: 0s - loss: 0.3540
87/182 [=============>................] - ETA: 0s - loss: 0.3452
132/182 [====================>.........] - ETA: 0s - loss: 0.3378
171/182 [===========================>..] - ETA: 0s - loss: 0.3351
182/182 [==============================] - 0s 2ms/step - loss: 0.3351 - val_loss: 0.5931
Epoch 16/100
1/182 [..............................] - ETA: 0s - loss: 0.1907
45/182 [======>.......................] - ETA: 0s - loss: 0.2671
77/182 [===========>..................] - ETA: 0s - loss: 0.2861
115/182 [=================>............] - ETA: 0s - loss: 0.3023
157/182 [========================>.....] - ETA: 0s - loss: 0.3106
182/182 [==============================] - 0s 2ms/step - loss: 0.3139 - val_loss: 0.9421
Epoch 17/100
1/182 [..............................] - ETA: 0s - loss: 0.1833
43/182 [======>.......................] - ETA: 0s - loss: 0.2712
81/182 [============>.................] - ETA: 0s - loss: 0.2936
118/182 [==================>...........] - ETA: 0s - loss: 0.3024
158/182 [=========================>....] - ETA: 0s - loss: 0.3065
182/182 [==============================] - 0s 2ms/step - loss: 0.3094 - val_loss: 0.8091
Epoch 18/100
1/182 [..............................] - ETA: 0s - loss: 0.1958
42/182 [=====>........................] - ETA: 0s - loss: 0.3435
85/182 [=============>................] - ETA: 0s - loss: 0.3390
129/182 [====================>.........] - ETA: 0s - loss: 0.3344
172/182 [===========================>..] - ETA: 0s - loss: 0.3318
182/182 [==============================] - 0s 2ms/step - loss: 0.3315 - val_loss: 1.0850
Epoch 19/100
1/182 [..............................] - ETA: 0s - loss: 0.2376
44/182 [======>.......................] - ETA: 0s - loss: 0.3221
87/182 [=============>................] - ETA: 0s - loss: 0.3341
129/182 [====================>.........] - ETA: 0s - loss: 0.3351
170/182 [===========================>..] - ETA: 0s - loss: 0.3334
182/182 [==============================] - 0s 2ms/step - loss: 0.3328 - val_loss: 1.2685
1/182 [..............................] - ETA: 2:16 - loss: 0.5252
44/182 [======>.......................] - ETA: 0s - loss: 0.3240
78/182 [===========>..................] - ETA: 0s - loss: 0.3289
105/182 [================>.............] - ETA: 0s - loss: 0.3395
141/182 [======================>.......] - ETA: 0s - loss: 0.3478
182/182 [==============================] - 1s 1ms/step - loss: 0.3588
[CV] END learning_rate=0.005803602934201024, n_hidden=3, n_neurons=74; total time= 8.6s
Epoch 1/100
1/182 [..............................] - ETA: 59s - loss: 4.4603
50/182 [=======>......................] - ETA: 0s - loss: 2.6189
100/182 [===============>..............] - ETA: 0s - loss: 2.0225
151/182 [=======================>......] - ETA: 0s - loss: 1.7159
182/182 [==============================] - 1s 2ms/step - loss: 1.5976 - val_loss: 4.5166
Epoch 2/100
1/182 [..............................] - ETA: 0s - loss: 0.5445
49/182 [=======>......................] - ETA: 0s - loss: 0.5945
91/182 [==============>...............] - ETA: 0s - loss: 0.5880
137/182 [=====================>........] - ETA: 0s - loss: 0.5770
182/182 [==============================] - 0s 2ms/step - loss: 0.5721 - val_loss: 3.6094
Epoch 3/100
1/182 [..............................] - ETA: 0s - loss: 0.7149
51/182 [=======>......................] - ETA: 0s - loss: 0.5043
100/182 [===============>..............] - ETA: 0s - loss: 0.4928
149/182 [=======================>......] - ETA: 0s - loss: 0.4929
182/182 [==============================] - 0s 2ms/step - loss: 0.4942 - val_loss: 0.6586
Epoch 4/100
1/182 [..............................] - ETA: 0s - loss: 0.5402
47/182 [======>.......................] - ETA: 0s - loss: 0.4555
94/182 [==============>...............] - ETA: 0s - loss: 0.4585
135/182 [=====================>........] - ETA: 0s - loss: 0.4549
182/182 [==============================] - 0s 2ms/step - loss: 0.4503 - val_loss: 0.4045
Epoch 5/100
1/182 [..............................] - ETA: 0s - loss: 0.3114
50/182 [=======>......................] - ETA: 0s - loss: 0.4139
100/182 [===============>..............] - ETA: 0s - loss: 0.4107
151/182 [=======================>......] - ETA: 0s - loss: 0.4101
182/182 [==============================] - 0s 2ms/step - loss: 0.4097 - val_loss: 0.4308
Epoch 6/100
1/182 [..............................] - ETA: 0s - loss: 0.4270
51/182 [=======>......................] - ETA: 0s - loss: 0.3753
101/182 [===============>..............] - ETA: 0s - loss: 0.3905
151/182 [=======================>......] - ETA: 0s - loss: 0.3922
182/182 [==============================] - 0s 2ms/step - loss: 0.3926 - val_loss: 0.4350
Epoch 7/100
1/182 [..............................] - ETA: 0s - loss: 0.5665
52/182 [=======>......................] - ETA: 0s - loss: 0.4002
103/182 [===============>..............] - ETA: 0s - loss: 0.3875
153/182 [========================>.....] - ETA: 0s - loss: 0.3832
182/182 [==============================] - 0s 2ms/step - loss: 0.3826 - val_loss: 0.4190
Epoch 8/100
1/182 [..............................] - ETA: 0s - loss: 0.5420
50/182 [=======>......................] - ETA: 0s - loss: 0.3926
99/182 [===============>..............] - ETA: 0s - loss: 0.3769
148/182 [=======================>......] - ETA: 0s - loss: 0.3759
182/182 [==============================] - 0s 2ms/step - loss: 0.3758 - val_loss: 0.3972
Epoch 9/100
1/182 [..............................] - ETA: 0s - loss: 0.2648
51/182 [=======>......................] - ETA: 0s - loss: 0.3369
99/182 [===============>..............] - ETA: 0s - loss: 0.3415
148/182 [=======================>......] - ETA: 0s - loss: 0.3484
182/182 [==============================] - 0s 2ms/step - loss: 0.3529 - val_loss: 0.4263
Epoch 10/100
1/182 [..............................] - ETA: 0s - loss: 0.6191
51/182 [=======>......................] - ETA: 0s - loss: 0.4357
102/182 [===============>..............] - ETA: 0s - loss: 0.4003
152/182 [========================>.....] - ETA: 0s - loss: 0.3853
182/182 [==============================] - 0s 2ms/step - loss: 0.3812 - val_loss: 0.4266
Epoch 11/100
1/182 [..............................] - ETA: 0s - loss: 0.3373
50/182 [=======>......................] - ETA: 0s - loss: 0.3493
94/182 [==============>...............] - ETA: 0s - loss: 0.3551
137/182 [=====================>........] - ETA: 0s - loss: 0.3560
181/182 [============================>.] - ETA: 0s - loss: 0.3563
182/182 [==============================] - 0s 2ms/step - loss: 0.3564 - val_loss: 0.3859
Epoch 12/100
1/182 [..............................] - ETA: 0s - loss: 0.2716
48/182 [======>.......................] - ETA: 0s - loss: 0.3504
96/182 [==============>...............] - ETA: 0s - loss: 0.3584
149/182 [=======================>......] - ETA: 0s - loss: 0.3567
182/182 [==============================] - 0s 2ms/step - loss: 0.3558 - val_loss: 0.4512
Epoch 13/100
1/182 [..............................] - ETA: 0s - loss: 0.4361
51/182 [=======>......................] - ETA: 0s - loss: 0.3774
102/182 [===============>..............] - ETA: 0s - loss: 0.3694
153/182 [========================>.....] - ETA: 0s - loss: 0.3640
182/182 [==============================] - 0s 2ms/step - loss: 0.3622 - val_loss: 0.3585
Epoch 14/100
1/182 [..............................] - ETA: 0s - loss: 0.5474
51/182 [=======>......................] - ETA: 0s - loss: 0.3153
101/182 [===============>..............] - ETA: 0s - loss: 0.3228
151/182 [=======================>......] - ETA: 0s - loss: 0.3294
182/182 [==============================] - 0s 2ms/step - loss: 0.3318 - val_loss: 0.3763
Epoch 15/100
1/182 [..............................] - ETA: 0s - loss: 0.1900
48/182 [======>.......................] - ETA: 0s - loss: 0.3257
93/182 [==============>...............] - ETA: 0s - loss: 0.3414
143/182 [======================>.......] - ETA: 0s - loss: 0.3449
182/182 [==============================] - 0s 2ms/step - loss: 0.3460 - val_loss: 0.3635
Epoch 16/100
1/182 [..............................] - ETA: 0s - loss: 0.1882
41/182 [=====>........................] - ETA: 0s - loss: 0.3493
80/182 [============>.................] - ETA: 0s - loss: 0.3597
121/182 [==================>...........] - ETA: 0s - loss: 0.3506
162/182 [=========================>....] - ETA: 0s - loss: 0.3476
182/182 [==============================] - 0s 2ms/step - loss: 0.3469 - val_loss: 0.3581
Epoch 17/100
1/182 [..............................] - ETA: 0s - loss: 0.5810
40/182 [=====>........................] - ETA: 0s - loss: 0.3826
78/182 [===========>..................] - ETA: 0s - loss: 0.3517
120/182 [==================>...........] - ETA: 0s - loss: 0.3418
161/182 [=========================>....] - ETA: 0s - loss: 0.3393
182/182 [==============================] - 0s 2ms/step - loss: 0.3392 - val_loss: 0.3826
Epoch 18/100
1/182 [..............................] - ETA: 0s - loss: 0.4134
44/182 [======>.......................] - ETA: 0s - loss: 0.3346
87/182 [=============>................] - ETA: 0s - loss: 0.3369
131/182 [====================>.........] - ETA: 0s - loss: 0.3399
175/182 [===========================>..] - ETA: 0s - loss: 0.3399
182/182 [==============================] - 0s 2ms/step - loss: 0.3398 - val_loss: 0.3296
Epoch 19/100
1/182 [..............................] - ETA: 0s - loss: 0.2798
45/182 [======>.......................] - ETA: 0s - loss: 0.3616
88/182 [=============>................] - ETA: 0s - loss: 0.3586
131/182 [====================>.........] - ETA: 0s - loss: 0.3539
174/182 [===========================>..] - ETA: 0s - loss: 0.3502
182/182 [==============================] - 0s 2ms/step - loss: 0.3495 - val_loss: 0.3718
Epoch 20/100
1/182 [..............................] - ETA: 0s - loss: 0.3340
43/182 [======>.......................] - ETA: 0s - loss: 0.3497
86/182 [=============>................] - ETA: 0s - loss: 0.3500
130/182 [====================>.........] - ETA: 0s - loss: 0.3444
171/182 [===========================>..] - ETA: 0s - loss: 0.3422
182/182 [==============================] - 0s 2ms/step - loss: 0.3416 - val_loss: 0.3469
Epoch 21/100
1/182 [..............................] - ETA: 0s - loss: 0.3687
44/182 [======>.......................] - ETA: 0s - loss: 0.3306
87/182 [=============>................] - ETA: 0s - loss: 0.3243
130/182 [====================>.........] - ETA: 0s - loss: 0.3237
171/182 [===========================>..] - ETA: 0s - loss: 0.3242
182/182 [==============================] - 0s 2ms/step - loss: 0.3245 - val_loss: 0.3924
Epoch 22/100
1/182 [..............................] - ETA: 0s - loss: 0.3628
46/182 [======>.......................] - ETA: 0s - loss: 0.3361
88/182 [=============>................] - ETA: 0s - loss: 0.3312
132/182 [====================>.........] - ETA: 0s - loss: 0.3310
172/182 [===========================>..] - ETA: 0s - loss: 0.3313
182/182 [==============================] - 0s 2ms/step - loss: 0.3310 - val_loss: 0.3637
Epoch 23/100
1/182 [..............................] - ETA: 0s - loss: 0.1889
45/182 [======>.......................] - ETA: 0s - loss: 0.2935
85/182 [=============>................] - ETA: 0s - loss: 0.3059
127/182 [===================>..........] - ETA: 0s - loss: 0.3122
169/182 [==========================>...] - ETA: 0s - loss: 0.3152
182/182 [==============================] - 0s 2ms/step - loss: 0.3159 - val_loss: 0.3141
Epoch 24/100
1/182 [..............................] - ETA: 0s - loss: 0.2458
44/182 [======>.......................] - ETA: 0s - loss: 0.3045
89/182 [=============>................] - ETA: 0s - loss: 0.3071
133/182 [====================>.........] - ETA: 0s - loss: 0.3102
177/182 [============================>.] - ETA: 0s - loss: 0.3123
182/182 [==============================] - 0s 2ms/step - loss: 0.3126 - val_loss: 0.3685
Epoch 25/100
1/182 [..............................] - ETA: 0s - loss: 0.1324
43/182 [======>.......................] - ETA: 0s - loss: 0.2658
86/182 [=============>................] - ETA: 0s - loss: 0.2754
130/182 [====================>.........] - ETA: 0s - loss: 0.2860
171/182 [===========================>..] - ETA: 0s - loss: 0.2935
182/182 [==============================] - 0s 2ms/step - loss: 0.2951 - val_loss: 0.3262
Epoch 26/100
1/182 [..............................] - ETA: 0s - loss: 0.4705
38/182 [=====>........................] - ETA: 0s - loss: 0.3653
81/182 [============>.................] - ETA: 0s - loss: 0.3433
126/182 [===================>..........] - ETA: 0s - loss: 0.3342
171/182 [===========================>..] - ETA: 0s - loss: 0.3302
182/182 [==============================] - 0s 2ms/step - loss: 0.3293 - val_loss: 0.3758
Epoch 27/100
1/182 [..............................] - ETA: 0s - loss: 0.8362
45/182 [======>.......................] - ETA: 0s - loss: 0.3311
89/182 [=============>................] - ETA: 0s - loss: 0.3208
132/182 [====================>.........] - ETA: 0s - loss: 0.3162
174/182 [===========================>..] - ETA: 0s - loss: 0.3142
182/182 [==============================] - 0s 2ms/step - loss: 0.3141 - val_loss: 0.3586
Epoch 28/100
1/182 [..............................] - ETA: 0s - loss: 0.3374
28/182 [===>..........................] - ETA: 0s - loss: 0.3517
67/182 [==========>...................] - ETA: 0s - loss: 0.3489
106/182 [================>.............] - ETA: 0s - loss: 0.3430
136/182 [=====================>........] - ETA: 0s - loss: 0.3389
170/182 [===========================>..] - ETA: 0s - loss: 0.3347
182/182 [==============================] - 0s 2ms/step - loss: 0.3333 - val_loss: 0.3173
Epoch 29/100
1/182 [..............................] - ETA: 0s - loss: 0.2858
51/182 [=======>......................] - ETA: 0s - loss: 0.3062
102/182 [===============>..............] - ETA: 0s - loss: 0.3045
152/182 [========================>.....] - ETA: 0s - loss: 0.3060
182/182 [==============================] - 0s 2ms/step - loss: 0.3070 - val_loss: 0.3324
Epoch 30/100
1/182 [..............................] - ETA: 0s - loss: 0.2379
51/182 [=======>......................] - ETA: 0s - loss: 0.2787
102/182 [===============>..............] - ETA: 0s - loss: 0.3006
153/182 [========================>.....] - ETA: 0s - loss: 0.3074
182/182 [==============================] - 0s 2ms/step - loss: 0.3082 - val_loss: 0.3075
Epoch 31/100
1/182 [..............................] - ETA: 0s - loss: 0.2640
48/182 [======>.......................] - ETA: 0s - loss: 0.2880
97/182 [==============>...............] - ETA: 0s - loss: 0.3045
147/182 [=======================>......] - ETA: 0s - loss: 0.3073
182/182 [==============================] - 0s 2ms/step - loss: 0.3072 - val_loss: 0.3264
Epoch 32/100
1/182 [..............................] - ETA: 0s - loss: 0.4184
50/182 [=======>......................] - ETA: 0s - loss: 0.2824
99/182 [===============>..............] - ETA: 0s - loss: 0.2928
148/182 [=======================>......] - ETA: 0s - loss: 0.2987
182/182 [==============================] - 0s 2ms/step - loss: 0.3003 - val_loss: 0.3794
Epoch 33/100
1/182 [..............................] - ETA: 0s - loss: 0.3440
41/182 [=====>........................] - ETA: 0s - loss: 0.2868
90/182 [=============>................] - ETA: 0s - loss: 0.2919
138/182 [=====================>........] - ETA: 0s - loss: 0.2924
182/182 [==============================] - 0s 2ms/step - loss: 0.2935 - val_loss: 0.3142
Epoch 34/100
1/182 [..............................] - ETA: 0s - loss: 0.1392
46/182 [======>.......................] - ETA: 0s - loss: 0.2615
92/182 [==============>...............] - ETA: 0s - loss: 0.2795
136/182 [=====================>........] - ETA: 0s - loss: 0.2916
182/182 [==============================] - 0s 2ms/step - loss: 0.2960 - val_loss: 0.3419
Epoch 35/100
1/182 [..............................] - ETA: 0s - loss: 0.3492
14/182 [=>............................] - ETA: 0s - loss: 0.3349
35/182 [====>.........................] - ETA: 0s - loss: 0.3250
67/182 [==========>...................] - ETA: 0s - loss: 0.3169
110/182 [=================>............] - ETA: 0s - loss: 0.3171
141/182 [======================>.......] - ETA: 0s - loss: 0.3168
176/182 [============================>.] - ETA: 0s - loss: 0.3148
182/182 [==============================] - 0s 3ms/step - loss: 0.3145 - val_loss: 0.3175
Epoch 36/100
1/182 [..............................] - ETA: 0s - loss: 0.2673
50/182 [=======>......................] - ETA: 0s - loss: 0.3146
100/182 [===============>..............] - ETA: 0s - loss: 0.3183
144/182 [======================>.......] - ETA: 0s - loss: 0.3152
182/182 [==============================] - 0s 2ms/step - loss: 0.3126 - val_loss: 0.3695
Epoch 37/100
1/182 [..............................] - ETA: 0s - loss: 0.2505
50/182 [=======>......................] - ETA: 0s - loss: 0.3372
101/182 [===============>..............] - ETA: 0s - loss: 0.3127
149/182 [=======================>......] - ETA: 0s - loss: 0.3062
182/182 [==============================] - 0s 2ms/step - loss: 0.3041 - val_loss: 0.3376
Epoch 38/100
1/182 [..............................] - ETA: 0s - loss: 0.3714
49/182 [=======>......................] - ETA: 0s - loss: 0.3105
97/182 [==============>...............] - ETA: 0s - loss: 0.3054
147/182 [=======================>......] - ETA: 0s - loss: 0.3057
182/182 [==============================] - 0s 2ms/step - loss: 0.3041 - val_loss: 0.3576
Epoch 39/100
1/182 [..............................] - ETA: 0s - loss: 0.2250
50/182 [=======>......................] - ETA: 0s - loss: 0.3153
101/182 [===============>..............] - ETA: 0s - loss: 0.3123
149/182 [=======================>......] - ETA: 0s - loss: 0.3108
182/182 [==============================] - 0s 2ms/step - loss: 0.3086 - val_loss: 0.3352
Epoch 40/100
1/182 [..............................] - ETA: 0s - loss: 0.2323
48/182 [======>.......................] - ETA: 0s - loss: 0.2865
88/182 [=============>................] - ETA: 0s - loss: 0.2981
135/182 [=====================>........] - ETA: 0s - loss: 0.3011
182/182 [==============================] - 0s 2ms/step - loss: 0.3000 - val_loss: 0.3034
Epoch 41/100
1/182 [..............................] - ETA: 0s - loss: 0.3703
52/182 [=======>......................] - ETA: 0s - loss: 0.3196
102/182 [===============>..............] - ETA: 0s - loss: 0.3143
152/182 [========================>.....] - ETA: 0s - loss: 0.3083
182/182 [==============================] - 0s 2ms/step - loss: 0.3063 - val_loss: 0.3629
Epoch 42/100
1/182 [..............................] - ETA: 0s - loss: 0.1609
50/182 [=======>......................] - ETA: 0s - loss: 0.2786
101/182 [===============>..............] - ETA: 0s - loss: 0.2879
151/182 [=======================>......] - ETA: 0s - loss: 0.2912
182/182 [==============================] - 0s 2ms/step - loss: 0.2919 - val_loss: 0.3082
Epoch 43/100
1/182 [..............................] - ETA: 0s - loss: 0.2289
51/182 [=======>......................] - ETA: 0s - loss: 0.3183
99/182 [===============>..............] - ETA: 0s - loss: 0.3134
145/182 [======================>.......] - ETA: 0s - loss: 0.3097
182/182 [==============================] - 0s 2ms/step - loss: 0.3065 - val_loss: 0.3641
Epoch 44/100
1/182 [..............................] - ETA: 0s - loss: 0.1267
52/182 [=======>......................] - ETA: 0s - loss: 0.2988
101/182 [===============>..............] - ETA: 0s - loss: 0.2981
151/182 [=======================>......] - ETA: 0s - loss: 0.2961
182/182 [==============================] - 0s 2ms/step - loss: 0.2956 - val_loss: 0.3672
Epoch 45/100
1/182 [..............................] - ETA: 0s - loss: 0.0958
45/182 [======>.......................] - ETA: 0s - loss: 0.2825
90/182 [=============>................] - ETA: 0s - loss: 0.2942
134/182 [=====================>........] - ETA: 0s - loss: 0.2952
178/182 [============================>.] - ETA: 0s - loss: 0.2937
182/182 [==============================] - 0s 2ms/step - loss: 0.2936 - val_loss: 0.3118
Epoch 46/100
1/182 [..............................] - ETA: 0s - loss: 0.4083
44/182 [======>.......................] - ETA: 0s - loss: 0.3101
88/182 [=============>................] - ETA: 0s - loss: 0.2933
133/182 [====================>.........] - ETA: 0s - loss: 0.2880
170/182 [===========================>..] - ETA: 0s - loss: 0.2887
182/182 [==============================] - 0s 2ms/step - loss: 0.2888 - val_loss: 0.3002
Epoch 47/100
1/182 [..............................] - ETA: 0s - loss: 0.2509
47/182 [======>.......................] - ETA: 0s - loss: 0.2474
91/182 [==============>...............] - ETA: 0s - loss: 0.2612
135/182 [=====================>........] - ETA: 0s - loss: 0.2704
179/182 [============================>.] - ETA: 0s - loss: 0.2763
182/182 [==============================] - 0s 2ms/step - loss: 0.2766 - val_loss: 0.3029
Epoch 48/100
1/182 [..............................] - ETA: 0s - loss: 0.1635
45/182 [======>.......................] - ETA: 0s - loss: 0.2660
89/182 [=============>................] - ETA: 0s - loss: 0.2781
132/182 [====================>.........] - ETA: 0s - loss: 0.2793
175/182 [===========================>..] - ETA: 0s - loss: 0.2804
182/182 [==============================] - 0s 2ms/step - loss: 0.2808 - val_loss: 0.4171
Epoch 49/100
1/182 [..............................] - ETA: 0s - loss: 0.3771
45/182 [======>.......................] - ETA: 0s - loss: 0.4097
89/182 [=============>................] - ETA: 0s - loss: 0.3795
134/182 [=====================>........] - ETA: 0s - loss: 0.3578
174/182 [===========================>..] - ETA: 0s - loss: 0.3453
182/182 [==============================] - 0s 2ms/step - loss: 0.3432 - val_loss: 0.2950
Epoch 50/100
1/182 [..............................] - ETA: 0s - loss: 0.6528
45/182 [======>.......................] - ETA: 0s - loss: 0.2976
94/182 [==============>...............] - ETA: 0s - loss: 0.2939
145/182 [======================>.......] - ETA: 0s - loss: 0.2926
182/182 [==============================] - 0s 2ms/step - loss: 0.2920 - val_loss: 0.3668
Epoch 51/100
1/182 [..............................] - ETA: 0s - loss: 0.4907
49/182 [=======>......................] - ETA: 0s - loss: 0.3271
100/182 [===============>..............] - ETA: 0s - loss: 0.3138
150/182 [=======================>......] - ETA: 0s - loss: 0.3074
182/182 [==============================] - 0s 2ms/step - loss: 0.3037 - val_loss: 0.3041
Epoch 52/100
1/182 [..............................] - ETA: 0s - loss: 0.3118
51/182 [=======>......................] - ETA: 0s - loss: 0.3041
101/182 [===============>..............] - ETA: 0s - loss: 0.2918
150/182 [=======================>......] - ETA: 0s - loss: 0.2879
182/182 [==============================] - 0s 2ms/step - loss: 0.2871 - val_loss: 0.2895
Epoch 53/100
1/182 [..............................] - ETA: 0s - loss: 0.1892
51/182 [=======>......................] - ETA: 0s - loss: 0.2786
99/182 [===============>..............] - ETA: 0s - loss: 0.2798
147/182 [=======================>......] - ETA: 0s - loss: 0.2789
182/182 [==============================] - 0s 2ms/step - loss: 0.2796 - val_loss: 0.3067
Epoch 54/100
1/182 [..............................] - ETA: 0s - loss: 0.2287
51/182 [=======>......................] - ETA: 0s - loss: 0.2524
101/182 [===============>..............] - ETA: 0s - loss: 0.2628
152/182 [========================>.....] - ETA: 0s - loss: 0.2678
182/182 [==============================] - 0s 2ms/step - loss: 0.2699 - val_loss: 0.3295
Epoch 55/100
1/182 [..............................] - ETA: 0s - loss: 0.1978
50/182 [=======>......................] - ETA: 0s - loss: 0.2489
100/182 [===============>..............] - ETA: 0s - loss: 0.2624
150/182 [=======================>......] - ETA: 0s - loss: 0.2680
182/182 [==============================] - 0s 2ms/step - loss: 0.2707 - val_loss: 0.3277
Epoch 56/100
1/182 [..............................] - ETA: 0s - loss: 0.4759
50/182 [=======>......................] - ETA: 0s - loss: 0.2958
100/182 [===============>..............] - ETA: 0s - loss: 0.2784
147/182 [=======================>......] - ETA: 0s - loss: 0.2769
182/182 [==============================] - 0s 2ms/step - loss: 0.2779 - val_loss: 0.3763
Epoch 57/100
1/182 [..............................] - ETA: 0s - loss: 0.1437
52/182 [=======>......................] - ETA: 0s - loss: 0.2740
103/182 [===============>..............] - ETA: 0s - loss: 0.2766
154/182 [========================>.....] - ETA: 0s - loss: 0.2763
182/182 [==============================] - 0s 2ms/step - loss: 0.2763 - val_loss: 0.2872
Epoch 58/100
1/182 [..............................] - ETA: 0s - loss: 0.1746
50/182 [=======>......................] - ETA: 0s - loss: 0.2937
96/182 [==============>...............] - ETA: 0s - loss: 0.2896
146/182 [=======================>......] - ETA: 0s - loss: 0.2858
182/182 [==============================] - 0s 2ms/step - loss: 0.2837 - val_loss: 0.2938
Epoch 59/100
1/182 [..............................] - ETA: 0s - loss: 0.2252
43/182 [======>.......................] - ETA: 0s - loss: 0.2753
94/182 [==============>...............] - ETA: 0s - loss: 0.2759
145/182 [======================>.......] - ETA: 0s - loss: 0.2758
182/182 [==============================] - 0s 2ms/step - loss: 0.2761 - val_loss: 0.2942
Epoch 60/100
1/182 [..............................] - ETA: 0s - loss: 0.2284
51/182 [=======>......................] - ETA: 0s - loss: 0.2719
100/182 [===============>..............] - ETA: 0s - loss: 0.2740
148/182 [=======================>......] - ETA: 0s - loss: 0.2761
182/182 [==============================] - 0s 2ms/step - loss: 0.2761 - val_loss: 0.3615
Epoch 61/100
1/182 [..............................] - ETA: 0s - loss: 0.2826
51/182 [=======>......................] - ETA: 0s - loss: 0.2768
101/182 [===============>..............] - ETA: 0s - loss: 0.2813
151/182 [=======================>......] - ETA: 0s - loss: 0.2791
182/182 [==============================] - 0s 2ms/step - loss: 0.2780 - val_loss: 0.3152
Epoch 62/100
1/182 [..............................] - ETA: 0s - loss: 0.3695
46/182 [======>.......................] - ETA: 0s - loss: 0.2969
93/182 [==============>...............] - ETA: 0s - loss: 0.2921
142/182 [======================>.......] - ETA: 0s - loss: 0.2874
182/182 [==============================] - 0s 2ms/step - loss: 0.2849 - val_loss: 0.2881
Epoch 63/100
1/182 [..............................] - ETA: 0s - loss: 0.1624
51/182 [=======>......................] - ETA: 0s - loss: 0.2753
102/182 [===============>..............] - ETA: 0s - loss: 0.2769
153/182 [========================>.....] - ETA: 0s - loss: 0.2776
182/182 [==============================] - 0s 2ms/step - loss: 0.2774 - val_loss: 0.3095
Epoch 64/100
1/182 [..............................] - ETA: 0s - loss: 0.2831
49/182 [=======>......................] - ETA: 0s - loss: 0.2726
99/182 [===============>..............] - ETA: 0s - loss: 0.2752
150/182 [=======================>......] - ETA: 0s - loss: 0.2747
182/182 [==============================] - 0s 2ms/step - loss: 0.2746 - val_loss: 0.3367
Epoch 65/100
1/182 [..............................] - ETA: 0s - loss: 0.2722
51/182 [=======>......................] - ETA: 0s - loss: 0.2374
102/182 [===============>..............] - ETA: 0s - loss: 0.2535
150/182 [=======================>......] - ETA: 0s - loss: 0.2598
182/182 [==============================] - 0s 2ms/step - loss: 0.2616 - val_loss: 0.3697
Epoch 66/100
1/182 [..............................] - ETA: 0s - loss: 0.1360
50/182 [=======>......................] - ETA: 0s - loss: 0.2502
100/182 [===============>..............] - ETA: 0s - loss: 0.2598
151/182 [=======================>......] - ETA: 0s - loss: 0.2630
182/182 [==============================] - 0s 2ms/step - loss: 0.2650 - val_loss: 0.3261
Epoch 67/100
1/182 [..............................] - ETA: 0s - loss: 0.4453
51/182 [=======>......................] - ETA: 0s - loss: 0.2672
100/182 [===============>..............] - ETA: 0s - loss: 0.2634
151/182 [=======================>......] - ETA: 0s - loss: 0.2642
182/182 [==============================] - 0s 2ms/step - loss: 0.2653 - val_loss: 0.3745
1/182 [..............................] - ETA: 2s - loss: 0.3195
66/182 [=========>....................] - ETA: 0s - loss: 0.3114
120/182 [==================>...........] - ETA: 0s - loss: 0.2919
182/182 [==============================] - 0s 833us/step - loss: 0.3065
[CV] END learning_rate=0.005803602934201024, n_hidden=3, n_neurons=74; total time= 23.1s
Epoch 1/100
1/182 [..............................] - ETA: 1:11 - loss: 5.5000
52/182 [=======>......................] - ETA: 0s - loss: 2.9714
104/182 [================>.............] - ETA: 0s - loss: 2.2859
155/182 [========================>.....] - ETA: 0s - loss: 1.9393
182/182 [==============================] - 1s 2ms/step - loss: 1.8088 - val_loss: 2.1180
Epoch 2/100
1/182 [..............................] - ETA: 0s - loss: 0.4992
52/182 [=======>......................] - ETA: 0s - loss: 0.5470
100/182 [===============>..............] - ETA: 0s - loss: 0.5601
149/182 [=======================>......] - ETA: 0s - loss: 0.5608
182/182 [==============================] - 0s 2ms/step - loss: 0.5595 - val_loss: 0.5344
Epoch 3/100
1/182 [..............................] - ETA: 0s - loss: 0.2788
50/182 [=======>......................] - ETA: 0s - loss: 0.5393
99/182 [===============>..............] - ETA: 0s - loss: 0.5271
146/182 [=======================>......] - ETA: 0s - loss: 0.5189
182/182 [==============================] - 0s 2ms/step - loss: 0.5113 - val_loss: 0.4373
Epoch 4/100
1/182 [..............................] - ETA: 0s - loss: 0.3260
52/182 [=======>......................] - ETA: 0s - loss: 0.4300
97/182 [==============>...............] - ETA: 0s - loss: 0.4217
138/182 [=====================>........] - ETA: 0s - loss: 0.4196
181/182 [============================>.] - ETA: 0s - loss: 0.4220
182/182 [==============================] - 0s 2ms/step - loss: 0.4221 - val_loss: 0.4964
Epoch 5/100
1/182 [..............................] - ETA: 0s - loss: 0.2604
39/182 [=====>........................] - ETA: 0s - loss: 0.3473
89/182 [=============>................] - ETA: 0s - loss: 0.3748
140/182 [======================>.......] - ETA: 0s - loss: 0.3839
182/182 [==============================] - 0s 2ms/step - loss: 0.3875 - val_loss: 0.4180
Epoch 6/100
1/182 [..............................] - ETA: 0s - loss: 0.3671
49/182 [=======>......................] - ETA: 0s - loss: 0.4148
100/182 [===============>..............] - ETA: 0s - loss: 0.3997
151/182 [=======================>......] - ETA: 0s - loss: 0.3985
182/182 [==============================] - 0s 2ms/step - loss: 0.3954 - val_loss: 0.3872
Epoch 7/100
1/182 [..............................] - ETA: 0s - loss: 0.2636
51/182 [=======>......................] - ETA: 0s - loss: 0.3231
102/182 [===============>..............] - ETA: 0s - loss: 0.3351
149/182 [=======================>......] - ETA: 0s - loss: 0.3408
182/182 [==============================] - 0s 2ms/step - loss: 0.3453 - val_loss: 0.3469
Epoch 8/100
1/182 [..............................] - ETA: 0s - loss: 0.1581
55/182 [========>.....................] - ETA: 0s - loss: 0.3513
108/182 [================>.............] - ETA: 0s - loss: 0.3495
161/182 [=========================>....] - ETA: 0s - loss: 0.3524
182/182 [==============================] - 0s 2ms/step - loss: 0.3530 - val_loss: 0.3560
Epoch 9/100
1/182 [..............................] - ETA: 0s - loss: 0.3945
47/182 [======>.......................] - ETA: 0s - loss: 0.3893
101/182 [===============>..............] - ETA: 0s - loss: 0.3712
149/182 [=======================>......] - ETA: 0s - loss: 0.3626
182/182 [==============================] - 0s 2ms/step - loss: 0.3605 - val_loss: 0.3810
Epoch 10/100
1/182 [..............................] - ETA: 0s - loss: 0.4954
50/182 [=======>......................] - ETA: 0s - loss: 0.3442
99/182 [===============>..............] - ETA: 0s - loss: 0.3456
146/182 [=======================>......] - ETA: 0s - loss: 0.3459
182/182 [==============================] - 0s 2ms/step - loss: 0.3454 - val_loss: 0.4355
Epoch 11/100
1/182 [..............................] - ETA: 0s - loss: 0.3557
49/182 [=======>......................] - ETA: 0s - loss: 0.3439
99/182 [===============>..............] - ETA: 0s - loss: 0.3434
148/182 [=======================>......] - ETA: 0s - loss: 0.3441
182/182 [==============================] - 0s 2ms/step - loss: 0.3445 - val_loss: 0.5199
Epoch 12/100
1/182 [..............................] - ETA: 0s - loss: 0.3613
42/182 [=====>........................] - ETA: 0s - loss: 0.3588
87/182 [=============>................] - ETA: 0s - loss: 0.3453
135/182 [=====================>........] - ETA: 0s - loss: 0.3451
182/182 [==============================] - 0s 2ms/step - loss: 0.3436 - val_loss: 0.6125
Epoch 13/100
1/182 [..............................] - ETA: 0s - loss: 0.3803
50/182 [=======>......................] - ETA: 0s - loss: 0.3438
99/182 [===============>..............] - ETA: 0s - loss: 0.3349
149/182 [=======================>......] - ETA: 0s - loss: 0.3347
182/182 [==============================] - 0s 2ms/step - loss: 0.3348 - val_loss: 0.7289
Epoch 14/100
1/182 [..............................] - ETA: 0s - loss: 0.2940
49/182 [=======>......................] - ETA: 0s - loss: 0.3282
96/182 [==============>...............] - ETA: 0s - loss: 0.3344
141/182 [======================>.......] - ETA: 0s - loss: 0.3372
182/182 [==============================] - 0s 2ms/step - loss: 0.3362 - val_loss: 0.8606
Epoch 15/100
1/182 [..............................] - ETA: 0s - loss: 0.5213
50/182 [=======>......................] - ETA: 0s - loss: 0.3490
99/182 [===============>..............] - ETA: 0s - loss: 0.3398
141/182 [======================>.......] - ETA: 0s - loss: 0.3326
182/182 [==============================] - 0s 2ms/step - loss: 0.3308 - val_loss: 0.9307
Epoch 16/100
1/182 [..............................] - ETA: 0s - loss: 0.1682
50/182 [=======>......................] - ETA: 0s - loss: 0.2612
99/182 [===============>..............] - ETA: 0s - loss: 0.2885
149/182 [=======================>......] - ETA: 0s - loss: 0.3012
182/182 [==============================] - 0s 2ms/step - loss: 0.3062 - val_loss: 1.2838
Epoch 17/100
1/182 [..............................] - ETA: 0s - loss: 0.1804
50/182 [=======>......................] - ETA: 0s - loss: 0.2682
97/182 [==============>...............] - ETA: 0s - loss: 0.2913
142/182 [======================>.......] - ETA: 0s - loss: 0.2972
182/182 [==============================] - 0s 2ms/step - loss: 0.3025 - val_loss: 1.0966
1/182 [..............................] - ETA: 2s - loss: 0.6112
64/182 [=========>....................] - ETA: 0s - loss: 0.3428
128/182 [====================>.........] - ETA: 0s - loss: 0.3637
182/182 [==============================] - 0s 795us/step - loss: 0.3703
[CV] END learning_rate=0.0059640580092043885, n_hidden=3, n_neurons=80; total time= 6.2s
Epoch 1/100
1/182 [..............................] - ETA: 53s - loss: 5.0955
51/182 [=======>......................] - ETA: 0s - loss: 3.3200
101/182 [===============>..............] - ETA: 0s - loss: 2.5608
151/182 [=======================>......] - ETA: 0s - loss: 2.1683
182/182 [==============================] - 1s 2ms/step - loss: 2.0086 - val_loss: 3.5197
Epoch 2/100
1/182 [..............................] - ETA: 0s - loss: 0.6493
51/182 [=======>......................] - ETA: 0s - loss: 0.6017
99/182 [===============>..............] - ETA: 0s - loss: 0.5921
149/182 [=======================>......] - ETA: 0s - loss: 0.5794
182/182 [==============================] - 0s 2ms/step - loss: 0.5756 - val_loss: 1.3616
Epoch 3/100
1/182 [..............................] - ETA: 0s - loss: 0.6853
50/182 [=======>......................] - ETA: 0s - loss: 0.4936
99/182 [===============>..............] - ETA: 0s - loss: 0.4861
148/182 [=======================>......] - ETA: 0s - loss: 0.4821
182/182 [==============================] - 0s 2ms/step - loss: 0.4806 - val_loss: 0.4213
Epoch 4/100
1/182 [..............................] - ETA: 0s - loss: 0.5151
48/182 [======>.......................] - ETA: 0s - loss: 0.4204
95/182 [==============>...............] - ETA: 0s - loss: 0.4315
143/182 [======================>.......] - ETA: 0s - loss: 0.4319
182/182 [==============================] - 0s 2ms/step - loss: 0.4299 - val_loss: 0.4238
Epoch 5/100
1/182 [..............................] - ETA: 0s - loss: 0.3359
50/182 [=======>......................] - ETA: 0s - loss: 0.4064
98/182 [===============>..............] - ETA: 0s - loss: 0.4015
147/182 [=======================>......] - ETA: 0s - loss: 0.4010
182/182 [==============================] - 0s 2ms/step - loss: 0.4008 - val_loss: 0.4099
Epoch 6/100
1/182 [..............................] - ETA: 0s - loss: 0.4315
51/182 [=======>......................] - ETA: 0s - loss: 0.3695
101/182 [===============>..............] - ETA: 0s - loss: 0.3848
152/182 [========================>.....] - ETA: 0s - loss: 0.3866
182/182 [==============================] - 0s 2ms/step - loss: 0.3867 - val_loss: 0.4416
Epoch 7/100
1/182 [..............................] - ETA: 0s - loss: 0.6203
50/182 [=======>......................] - ETA: 0s - loss: 0.4105
98/182 [===============>..............] - ETA: 0s - loss: 0.3934
146/182 [=======================>......] - ETA: 0s - loss: 0.3862
182/182 [==============================] - 0s 2ms/step - loss: 0.3838 - val_loss: 0.3696
Epoch 8/100
1/182 [..............................] - ETA: 0s - loss: 0.5300
35/182 [====>.........................] - ETA: 0s - loss: 0.3998
85/182 [=============>................] - ETA: 0s - loss: 0.3779
135/182 [=====================>........] - ETA: 0s - loss: 0.3731
182/182 [==============================] - 0s 2ms/step - loss: 0.3725 - val_loss: 0.4001
Epoch 9/100
1/182 [..............................] - ETA: 0s - loss: 0.2371
39/182 [=====>........................] - ETA: 0s - loss: 0.3179
87/182 [=============>................] - ETA: 0s - loss: 0.3299
137/182 [=====================>........] - ETA: 0s - loss: 0.3366
182/182 [==============================] - 0s 2ms/step - loss: 0.3443 - val_loss: 0.4569
Epoch 10/100
1/182 [..............................] - ETA: 0s - loss: 0.6197
51/182 [=======>......................] - ETA: 0s - loss: 0.4244
101/182 [===============>..............] - ETA: 0s - loss: 0.3918
135/182 [=====================>........] - ETA: 0s - loss: 0.3812
166/182 [==========================>...] - ETA: 0s - loss: 0.3756
182/182 [==============================] - 0s 2ms/step - loss: 0.3738 - val_loss: 0.4201
Epoch 11/100
1/182 [..............................] - ETA: 0s - loss: 0.3585
49/182 [=======>......................] - ETA: 0s - loss: 0.3502
98/182 [===============>..............] - ETA: 0s - loss: 0.3517
147/182 [=======================>......] - ETA: 0s - loss: 0.3510
182/182 [==============================] - 0s 2ms/step - loss: 0.3510 - val_loss: 0.3452
Epoch 12/100
1/182 [..............................] - ETA: 0s - loss: 0.2697
50/182 [=======>......................] - ETA: 0s - loss: 0.3477
96/182 [==============>...............] - ETA: 0s - loss: 0.3520
143/182 [======================>.......] - ETA: 0s - loss: 0.3501
182/182 [==============================] - 0s 2ms/step - loss: 0.3489 - val_loss: 0.4653
Epoch 13/100
1/182 [..............................] - ETA: 0s - loss: 0.4625
51/182 [=======>......................] - ETA: 0s - loss: 0.3662
101/182 [===============>..............] - ETA: 0s - loss: 0.3581
150/182 [=======================>......] - ETA: 0s - loss: 0.3537
182/182 [==============================] - 0s 2ms/step - loss: 0.3525 - val_loss: 0.3487
Epoch 14/100
1/182 [..............................] - ETA: 0s - loss: 0.4940
51/182 [=======>......................] - ETA: 0s - loss: 0.2999
94/182 [==============>...............] - ETA: 0s - loss: 0.3095
145/182 [======================>.......] - ETA: 0s - loss: 0.3179
182/182 [==============================] - 0s 2ms/step - loss: 0.3217 - val_loss: 0.4218
Epoch 15/100
1/182 [..............................] - ETA: 0s - loss: 0.2186
50/182 [=======>......................] - ETA: 0s - loss: 0.3194
99/182 [===============>..............] - ETA: 0s - loss: 0.3329
139/182 [=====================>........] - ETA: 0s - loss: 0.3359
182/182 [==============================] - 0s 2ms/step - loss: 0.3374 - val_loss: 0.3456
Epoch 16/100
1/182 [..............................] - ETA: 0s - loss: 0.1862
50/182 [=======>......................] - ETA: 0s - loss: 0.3502
101/182 [===============>..............] - ETA: 0s - loss: 0.3490
150/182 [=======================>......] - ETA: 0s - loss: 0.3423
182/182 [==============================] - 0s 2ms/step - loss: 0.3408 - val_loss: 0.3607
Epoch 17/100
1/182 [..............................] - ETA: 0s - loss: 0.6153
49/182 [=======>......................] - ETA: 0s - loss: 0.3745
98/182 [===============>..............] - ETA: 0s - loss: 0.3438
144/182 [======================>.......] - ETA: 0s - loss: 0.3369
182/182 [==============================] - 0s 2ms/step - loss: 0.3354 - val_loss: 0.3716
Epoch 18/100
1/182 [..............................] - ETA: 0s - loss: 0.3929
50/182 [=======>......................] - ETA: 0s - loss: 0.3308
99/182 [===============>..............] - ETA: 0s - loss: 0.3328
148/182 [=======================>......] - ETA: 0s - loss: 0.3348
182/182 [==============================] - 0s 2ms/step - loss: 0.3338 - val_loss: 0.3392
Epoch 19/100
1/182 [..............................] - ETA: 0s - loss: 0.2659
49/182 [=======>......................] - ETA: 0s - loss: 0.3542
99/182 [===============>..............] - ETA: 0s - loss: 0.3491
147/182 [=======================>......] - ETA: 0s - loss: 0.3446
182/182 [==============================] - 0s 2ms/step - loss: 0.3416 - val_loss: 0.4894
Epoch 20/100
1/182 [..............................] - ETA: 0s - loss: 0.3183
52/182 [=======>......................] - ETA: 0s - loss: 0.3391
101/182 [===============>..............] - ETA: 0s - loss: 0.3374
142/182 [======================>.......] - ETA: 0s - loss: 0.3345
182/182 [==============================] - 0s 2ms/step - loss: 0.3336 - val_loss: 0.3388
Epoch 21/100
1/182 [..............................] - ETA: 0s - loss: 0.3637
49/182 [=======>......................] - ETA: 0s - loss: 0.3251
99/182 [===============>..............] - ETA: 0s - loss: 0.3178
149/182 [=======================>......] - ETA: 0s - loss: 0.3182
182/182 [==============================] - 0s 2ms/step - loss: 0.3188 - val_loss: 0.4680
Epoch 22/100
1/182 [..............................] - ETA: 0s - loss: 0.3873
52/182 [=======>......................] - ETA: 0s - loss: 0.3355
102/182 [===============>..............] - ETA: 0s - loss: 0.3305
152/182 [========================>.....] - ETA: 0s - loss: 0.3293
182/182 [==============================] - 0s 2ms/step - loss: 0.3286 - val_loss: 0.3401
Epoch 23/100
1/182 [..............................] - ETA: 0s - loss: 0.1610
51/182 [=======>......................] - ETA: 0s - loss: 0.2836
102/182 [===============>..............] - ETA: 0s - loss: 0.2993
153/182 [========================>.....] - ETA: 0s - loss: 0.3059
182/182 [==============================] - 0s 2ms/step - loss: 0.3077 - val_loss: 0.3165
Epoch 24/100
1/182 [..............................] - ETA: 0s - loss: 0.2738
49/182 [=======>......................] - ETA: 0s - loss: 0.2912
96/182 [==============>...............] - ETA: 0s - loss: 0.2975
141/182 [======================>.......] - ETA: 0s - loss: 0.3017
182/182 [==============================] - 0s 2ms/step - loss: 0.3044 - val_loss: 0.3900
Epoch 25/100
1/182 [..............................] - ETA: 0s - loss: 0.1129
51/182 [=======>......................] - ETA: 0s - loss: 0.2617
101/182 [===============>..............] - ETA: 0s - loss: 0.2735
150/182 [=======================>......] - ETA: 0s - loss: 0.2834
182/182 [==============================] - 0s 2ms/step - loss: 0.2889 - val_loss: 0.3487
Epoch 26/100
1/182 [..............................] - ETA: 0s - loss: 0.4382
48/182 [======>.......................] - ETA: 0s - loss: 0.3492
94/182 [==============>...............] - ETA: 0s - loss: 0.3348
143/182 [======================>.......] - ETA: 0s - loss: 0.3277
182/182 [==============================] - 0s 2ms/step - loss: 0.3246 - val_loss: 0.4523
Epoch 27/100
1/182 [..............................] - ETA: 0s - loss: 0.7840
55/182 [========>.....................] - ETA: 0s - loss: 0.3184
106/182 [================>.............] - ETA: 0s - loss: 0.3125
156/182 [========================>.....] - ETA: 0s - loss: 0.3099
182/182 [==============================] - 0s 2ms/step - loss: 0.3095 - val_loss: 0.3189
Epoch 28/100
1/182 [..............................] - ETA: 0s - loss: 0.3337
46/182 [======>.......................] - ETA: 0s - loss: 0.3462
86/182 [=============>................] - ETA: 0s - loss: 0.3391
136/182 [=====================>........] - ETA: 0s - loss: 0.3306
182/182 [==============================] - 0s 2ms/step - loss: 0.3250 - val_loss: 0.3245
Epoch 29/100
1/182 [..............................] - ETA: 0s - loss: 0.2872
46/182 [======>.......................] - ETA: 0s - loss: 0.2992
88/182 [=============>................] - ETA: 0s - loss: 0.2968
135/182 [=====================>........] - ETA: 0s - loss: 0.2990
182/182 [==============================] - ETA: 0s - loss: 0.3010
182/182 [==============================] - 0s 2ms/step - loss: 0.3010 - val_loss: 0.3089
Epoch 30/100
1/182 [..............................] - ETA: 0s - loss: 0.2411
50/182 [=======>......................] - ETA: 0s - loss: 0.2705
98/182 [===============>..............] - ETA: 0s - loss: 0.2920
148/182 [=======================>......] - ETA: 0s - loss: 0.2999
182/182 [==============================] - 0s 2ms/step - loss: 0.3010 - val_loss: 0.3241
Epoch 31/100
1/182 [..............................] - ETA: 0s - loss: 0.2731
46/182 [======>.......................] - ETA: 0s - loss: 0.2806
95/182 [==============>...............] - ETA: 0s - loss: 0.2973
143/182 [======================>.......] - ETA: 0s - loss: 0.3003
182/182 [==============================] - 0s 2ms/step - loss: 0.3004 - val_loss: 0.3337
Epoch 32/100
1/182 [..............................] - ETA: 0s - loss: 0.3898
50/182 [=======>......................] - ETA: 0s - loss: 0.2752
98/182 [===============>..............] - ETA: 0s - loss: 0.2863
146/182 [=======================>......] - ETA: 0s - loss: 0.2925
182/182 [==============================] - 0s 2ms/step - loss: 0.2945 - val_loss: 0.3250
Epoch 33/100
1/182 [..............................] - ETA: 0s - loss: 0.3933
49/182 [=======>......................] - ETA: 0s - loss: 0.2911
98/182 [===============>..............] - ETA: 0s - loss: 0.2907
145/182 [======================>.......] - ETA: 0s - loss: 0.2903
182/182 [==============================] - 0s 2ms/step - loss: 0.2910 - val_loss: 0.3984
Epoch 34/100
1/182 [..............................] - ETA: 0s - loss: 0.1538
50/182 [=======>......................] - ETA: 0s - loss: 0.2687
99/182 [===============>..............] - ETA: 0s - loss: 0.2828
144/182 [======================>.......] - ETA: 0s - loss: 0.2915
182/182 [==============================] - 0s 2ms/step - loss: 0.2940 - val_loss: 0.4578
Epoch 35/100
1/182 [..............................] - ETA: 0s - loss: 0.3537
46/182 [======>.......................] - ETA: 0s - loss: 0.3246
93/182 [==============>...............] - ETA: 0s - loss: 0.3148
142/182 [======================>.......] - ETA: 0s - loss: 0.3117
182/182 [==============================] - 0s 2ms/step - loss: 0.3095 - val_loss: 0.4664
Epoch 36/100
1/182 [..............................] - ETA: 0s - loss: 0.3023
49/182 [=======>......................] - ETA: 0s - loss: 0.3192
98/182 [===============>..............] - ETA: 0s - loss: 0.3255
147/182 [=======================>......] - ETA: 0s - loss: 0.3212
182/182 [==============================] - 0s 2ms/step - loss: 0.3177 - val_loss: 0.9496
Epoch 37/100
1/182 [..............................] - ETA: 0s - loss: 0.2560
50/182 [=======>......................] - ETA: 0s - loss: 0.3284
99/182 [===============>..............] - ETA: 0s - loss: 0.3057
148/182 [=======================>......] - ETA: 0s - loss: 0.2996
182/182 [==============================] - 0s 2ms/step - loss: 0.2989 - val_loss: 0.8615
Epoch 38/100
1/182 [..............................] - ETA: 0s - loss: 0.3841
50/182 [=======>......................] - ETA: 0s - loss: 0.3061
96/182 [==============>...............] - ETA: 0s - loss: 0.3020
145/182 [======================>.......] - ETA: 0s - loss: 0.3035
182/182 [==============================] - 0s 2ms/step - loss: 0.3031 - val_loss: 0.8009
Epoch 39/100
1/182 [..............................] - ETA: 0s - loss: 0.2751
49/182 [=======>......................] - ETA: 0s - loss: 0.3105
99/182 [===============>..............] - ETA: 0s - loss: 0.3140
148/182 [=======================>......] - ETA: 0s - loss: 0.3140
182/182 [==============================] - 0s 2ms/step - loss: 0.3122 - val_loss: 0.4293
1/182 [..............................] - ETA: 2s - loss: 0.3105
63/182 [=========>....................] - ETA: 0s - loss: 0.3283
126/182 [===================>..........] - ETA: 0s - loss: 0.3129
182/182 [==============================] - 0s 808us/step - loss: 0.3208
[CV] END learning_rate=0.0059640580092043885, n_hidden=3, n_neurons=80; total time= 13.2s
Epoch 1/100
1/182 [..............................] - ETA: 52s - loss: 8.0648
54/182 [=======>......................] - ETA: 0s - loss: 4.3529
106/182 [================>.............] - ETA: 0s - loss: 3.1860
157/182 [========================>.....] - ETA: 0s - loss: 2.6232
182/182 [==============================] - 1s 2ms/step - loss: 2.4298 - val_loss: 2.2289
Epoch 2/100
1/182 [..............................] - ETA: 0s - loss: 0.5099
56/182 [========>.....................] - ETA: 0s - loss: 0.5778
111/182 [=================>............] - ETA: 0s - loss: 0.5918
165/182 [==========================>...] - ETA: 0s - loss: 0.5918
182/182 [==============================] - 0s 2ms/step - loss: 0.5908 - val_loss: 0.6149
Epoch 3/100
1/182 [..............................] - ETA: 0s - loss: 0.3204
56/182 [========>.....................] - ETA: 0s - loss: 0.5681
111/182 [=================>............] - ETA: 0s - loss: 0.5536
167/182 [==========================>...] - ETA: 0s - loss: 0.5423
182/182 [==============================] - 0s 2ms/step - loss: 0.5389 - val_loss: 2.2562
Epoch 4/100
1/182 [..............................] - ETA: 0s - loss: 0.3638
56/182 [========>.....................] - ETA: 0s - loss: 0.4641
110/182 [=================>............] - ETA: 0s - loss: 0.4500
154/182 [========================>.....] - ETA: 0s - loss: 0.4482
182/182 [==============================] - 0s 2ms/step - loss: 0.4489 - val_loss: 4.4001
Epoch 5/100
1/182 [..............................] - ETA: 0s - loss: 0.3010
55/182 [========>.....................] - ETA: 0s - loss: 0.3854
110/182 [=================>............] - ETA: 0s - loss: 0.4016
164/182 [==========================>...] - ETA: 0s - loss: 0.4082
182/182 [==============================] - 0s 2ms/step - loss: 0.4093 - val_loss: 4.9509
Epoch 6/100
1/182 [..............................] - ETA: 0s - loss: 0.3540
54/182 [=======>......................] - ETA: 0s - loss: 0.4238
108/182 [================>.............] - ETA: 0s - loss: 0.4161
162/182 [=========================>....] - ETA: 0s - loss: 0.4161
182/182 [==============================] - 0s 2ms/step - loss: 0.4147 - val_loss: 5.4676
Epoch 7/100
1/182 [..............................] - ETA: 0s - loss: 0.2415
51/182 [=======>......................] - ETA: 0s - loss: 0.3425
105/182 [================>.............] - ETA: 0s - loss: 0.3568
160/182 [=========================>....] - ETA: 0s - loss: 0.3647
182/182 [==============================] - 0s 2ms/step - loss: 0.3679 - val_loss: 5.1862
Epoch 8/100
1/182 [..............................] - ETA: 0s - loss: 0.1433
54/182 [=======>......................] - ETA: 0s - loss: 0.3741
106/182 [================>.............] - ETA: 0s - loss: 0.3744
159/182 [=========================>....] - ETA: 0s - loss: 0.3773
182/182 [==============================] - 0s 2ms/step - loss: 0.3779 - val_loss: 4.8818
Epoch 9/100
1/182 [..............................] - ETA: 0s - loss: 0.5008
55/182 [========>.....................] - ETA: 0s - loss: 0.4082
110/182 [=================>............] - ETA: 0s - loss: 0.3930
165/182 [==========================>...] - ETA: 0s - loss: 0.3857
182/182 [==============================] - 0s 2ms/step - loss: 0.3851 - val_loss: 4.4991
Epoch 10/100
1/182 [..............................] - ETA: 0s - loss: 0.4873
53/182 [=======>......................] - ETA: 0s - loss: 0.3665
106/182 [================>.............] - ETA: 0s - loss: 0.3699
160/182 [=========================>....] - ETA: 0s - loss: 0.3700
182/182 [==============================] - 0s 2ms/step - loss: 0.3701 - val_loss: 3.7809
Epoch 11/100
1/182 [..............................] - ETA: 0s - loss: 0.3512
49/182 [=======>......................] - ETA: 0s - loss: 0.3648
104/182 [================>.............] - ETA: 0s - loss: 0.3671
160/182 [=========================>....] - ETA: 0s - loss: 0.3688
182/182 [==============================] - 0s 2ms/step - loss: 0.3691 - val_loss: 3.5108
Epoch 12/100
1/182 [..............................] - ETA: 0s - loss: 0.4268
53/182 [=======>......................] - ETA: 0s - loss: 0.3740
106/182 [================>.............] - ETA: 0s - loss: 0.3703
160/182 [=========================>....] - ETA: 0s - loss: 0.3694
182/182 [==============================] - 0s 2ms/step - loss: 0.3687 - val_loss: 2.8957
1/182 [..............................] - ETA: 2s - loss: 0.5870
70/182 [==========>...................] - ETA: 0s - loss: 0.3613
132/182 [====================>.........] - ETA: 0s - loss: 0.3791
182/182 [==============================] - 0s 812us/step - loss: 0.4382
[CV] END learning_rate=0.004591455636549438, n_hidden=2, n_neurons=59; total time= 4.2s
Epoch 1/100
1/182 [..............................] - ETA: 49s - loss: 5.7918
54/182 [=======>......................] - ETA: 0s - loss: 3.3278
109/182 [================>.............] - ETA: 0s - loss: 2.4480
164/182 [==========================>...] - ETA: 0s - loss: 2.0359
182/182 [==============================] - 1s 2ms/step - loss: 1.9488 - val_loss: 20.8908
Epoch 2/100
1/182 [..............................] - ETA: 0s - loss: 0.5860
53/182 [=======>......................] - ETA: 0s - loss: 0.6410
107/182 [================>.............] - ETA: 0s - loss: 0.6400
163/182 [=========================>....] - ETA: 0s - loss: 0.6252
182/182 [==============================] - 0s 2ms/step - loss: 0.6320 - val_loss: 34.6636
Epoch 3/100
1/182 [..............................] - ETA: 0s - loss: 0.7547
57/182 [========>.....................] - ETA: 0s - loss: 0.5845
110/182 [=================>............] - ETA: 0s - loss: 0.5750
160/182 [=========================>....] - ETA: 0s - loss: 0.6727
182/182 [==============================] - 0s 2ms/step - loss: 0.7019 - val_loss: 3.1253
Epoch 4/100
1/182 [..............................] - ETA: 0s - loss: 0.6193
55/182 [========>.....................] - ETA: 0s - loss: 0.6306
109/182 [================>.............] - ETA: 0s - loss: 0.6140
164/182 [==========================>...] - ETA: 0s - loss: 0.5912
182/182 [==============================] - 0s 2ms/step - loss: 0.5844 - val_loss: 0.8390
Epoch 5/100
1/182 [..............................] - ETA: 0s - loss: 0.3521
56/182 [========>.....................] - ETA: 0s - loss: 0.4582
110/182 [=================>............] - ETA: 0s - loss: 0.4576
161/182 [=========================>....] - ETA: 0s - loss: 0.4574
182/182 [==============================] - 0s 2ms/step - loss: 0.4572 - val_loss: 0.4576
Epoch 6/100
1/182 [..............................] - ETA: 0s - loss: 0.4525
51/182 [=======>......................] - ETA: 0s - loss: 0.4124
90/182 [=============>................] - ETA: 0s - loss: 0.4297
142/182 [======================>.......] - ETA: 0s - loss: 0.4325
182/182 [==============================] - 0s 2ms/step - loss: 0.4330 - val_loss: 0.4340
Epoch 7/100
1/182 [..............................] - ETA: 0s - loss: 0.6426
56/182 [========>.....................] - ETA: 0s - loss: 0.4420
104/182 [================>.............] - ETA: 0s - loss: 0.4301
159/182 [=========================>....] - ETA: 0s - loss: 0.4250
182/182 [==============================] - 0s 2ms/step - loss: 0.4244 - val_loss: 0.4164
Epoch 8/100
1/182 [..............................] - ETA: 0s - loss: 0.6250
51/182 [=======>......................] - ETA: 0s - loss: 0.4408
106/182 [================>.............] - ETA: 0s - loss: 0.4192
161/182 [=========================>....] - ETA: 0s - loss: 0.4168
182/182 [==============================] - 0s 2ms/step - loss: 0.4163 - val_loss: 0.4192
Epoch 9/100
1/182 [..............................] - ETA: 0s - loss: 0.3018
53/182 [=======>......................] - ETA: 0s - loss: 0.3639
108/182 [================>.............] - ETA: 0s - loss: 0.3703
164/182 [==========================>...] - ETA: 0s - loss: 0.3810
182/182 [==============================] - 0s 2ms/step - loss: 0.3836 - val_loss: 0.4448
Epoch 10/100
1/182 [..............................] - ETA: 0s - loss: 0.6516
54/182 [=======>......................] - ETA: 0s - loss: 0.4594
109/182 [================>.............] - ETA: 0s - loss: 0.4270
157/182 [========================>.....] - ETA: 0s - loss: 0.4154
182/182 [==============================] - 0s 2ms/step - loss: 0.4127 - val_loss: 0.4497
Epoch 11/100
1/182 [..............................] - ETA: 0s - loss: 0.3540
53/182 [=======>......................] - ETA: 0s - loss: 0.3902
106/182 [================>.............] - ETA: 0s - loss: 0.3912
159/182 [=========================>....] - ETA: 0s - loss: 0.3908
182/182 [==============================] - 0s 2ms/step - loss: 0.3909 - val_loss: 0.4074
Epoch 12/100
1/182 [..............................] - ETA: 0s - loss: 0.3016
56/182 [========>.....................] - ETA: 0s - loss: 0.3876
111/182 [=================>............] - ETA: 0s - loss: 0.3935
166/182 [==========================>...] - ETA: 0s - loss: 0.3916
182/182 [==============================] - 0s 2ms/step - loss: 0.3910 - val_loss: 0.4418
Epoch 13/100
1/182 [..............................] - ETA: 0s - loss: 0.5019
40/182 [=====>........................] - ETA: 0s - loss: 0.4182
90/182 [=============>................] - ETA: 0s - loss: 0.4057
145/182 [======================>.......] - ETA: 0s - loss: 0.3995
182/182 [==============================] - 0s 2ms/step - loss: 0.3969 - val_loss: 0.3776
Epoch 14/100
1/182 [..............................] - ETA: 0s - loss: 0.5397
56/182 [========>.....................] - ETA: 0s - loss: 0.3366
111/182 [=================>............] - ETA: 0s - loss: 0.3505
166/182 [==========================>...] - ETA: 0s - loss: 0.3588
182/182 [==============================] - 0s 2ms/step - loss: 0.3605 - val_loss: 0.4143
Epoch 15/100
1/182 [..............................] - ETA: 0s - loss: 0.2346
54/182 [=======>......................] - ETA: 0s - loss: 0.3629
109/182 [================>.............] - ETA: 0s - loss: 0.3757
165/182 [==========================>...] - ETA: 0s - loss: 0.3797
182/182 [==============================] - 0s 2ms/step - loss: 0.3797 - val_loss: 0.3575
Epoch 16/100
1/182 [..............................] - ETA: 0s - loss: 0.1920
57/182 [========>.....................] - ETA: 0s - loss: 0.3908
113/182 [=================>............] - ETA: 0s - loss: 0.3884
169/182 [==========================>...] - ETA: 0s - loss: 0.3831
182/182 [==============================] - 0s 2ms/step - loss: 0.3824 - val_loss: 0.3681
Epoch 17/100
1/182 [..............................] - ETA: 0s - loss: 0.6078
54/182 [=======>......................] - ETA: 0s - loss: 0.4012
103/182 [===============>..............] - ETA: 0s - loss: 0.3777
158/182 [=========================>....] - ETA: 0s - loss: 0.3727
182/182 [==============================] - 0s 2ms/step - loss: 0.3724 - val_loss: 0.4024
Epoch 18/100
1/182 [..............................] - ETA: 0s - loss: 0.4304
57/182 [========>.....................] - ETA: 0s - loss: 0.3713
112/182 [=================>............] - ETA: 0s - loss: 0.3737
166/182 [==========================>...] - ETA: 0s - loss: 0.3748
182/182 [==============================] - 0s 2ms/step - loss: 0.3741 - val_loss: 0.3466
Epoch 19/100
1/182 [..............................] - ETA: 0s - loss: 0.3125
55/182 [========>.....................] - ETA: 0s - loss: 0.3997
109/182 [================>.............] - ETA: 0s - loss: 0.3914
164/182 [==========================>...] - ETA: 0s - loss: 0.3854
182/182 [==============================] - 0s 2ms/step - loss: 0.3835 - val_loss: 0.4351
Epoch 20/100
1/182 [..............................] - ETA: 0s - loss: 0.3280
45/182 [======>.......................] - ETA: 0s - loss: 0.3785
100/182 [===============>..............] - ETA: 0s - loss: 0.3785
153/182 [========================>.....] - ETA: 0s - loss: 0.3746
182/182 [==============================] - 0s 2ms/step - loss: 0.3733 - val_loss: 0.3421
Epoch 21/100
1/182 [..............................] - ETA: 0s - loss: 0.3838
56/182 [========>.....................] - ETA: 0s - loss: 0.3599
111/182 [=================>............] - ETA: 0s - loss: 0.3547
166/182 [==========================>...] - ETA: 0s - loss: 0.3555
182/182 [==============================] - 0s 2ms/step - loss: 0.3560 - val_loss: 0.4303
Epoch 22/100
1/182 [..............................] - ETA: 0s - loss: 0.4267
54/182 [=======>......................] - ETA: 0s - loss: 0.3732
103/182 [===============>..............] - ETA: 0s - loss: 0.3670
154/182 [========================>.....] - ETA: 0s - loss: 0.3660
182/182 [==============================] - 0s 2ms/step - loss: 0.3654 - val_loss: 0.3848
Epoch 23/100
1/182 [..............................] - ETA: 0s - loss: 0.1846
55/182 [========>.....................] - ETA: 0s - loss: 0.3311
109/182 [================>.............] - ETA: 0s - loss: 0.3437
165/182 [==========================>...] - ETA: 0s - loss: 0.3486
182/182 [==============================] - 0s 2ms/step - loss: 0.3493 - val_loss: 0.3427
Epoch 24/100
1/182 [..............................] - ETA: 0s - loss: 0.2698
54/182 [=======>......................] - ETA: 0s - loss: 0.3334
106/182 [================>.............] - ETA: 0s - loss: 0.3378
157/182 [========================>.....] - ETA: 0s - loss: 0.3417
182/182 [==============================] - 0s 2ms/step - loss: 0.3435 - val_loss: 0.3862
Epoch 25/100
1/182 [..............................] - ETA: 0s - loss: 0.1451
56/182 [========>.....................] - ETA: 0s - loss: 0.2982
110/182 [=================>............] - ETA: 0s - loss: 0.3152
166/182 [==========================>...] - ETA: 0s - loss: 0.3266
182/182 [==============================] - 0s 2ms/step - loss: 0.3291 - val_loss: 0.3361
Epoch 26/100
1/182 [..............................] - ETA: 0s - loss: 0.4325
55/182 [========>.....................] - ETA: 0s - loss: 0.3814
106/182 [================>.............] - ETA: 0s - loss: 0.3690
147/182 [=======================>......] - ETA: 0s - loss: 0.3641
182/182 [==============================] - 0s 2ms/step - loss: 0.3616 - val_loss: 0.4283
Epoch 27/100
1/182 [..............................] - ETA: 0s - loss: 0.8780
57/182 [========>.....................] - ETA: 0s - loss: 0.3582
110/182 [=================>............] - ETA: 0s - loss: 0.3511
164/182 [==========================>...] - ETA: 0s - loss: 0.3481
182/182 [==============================] - 0s 2ms/step - loss: 0.3478 - val_loss: 0.3402
Epoch 28/100
1/182 [..............................] - ETA: 0s - loss: 0.3988
54/182 [=======>......................] - ETA: 0s - loss: 0.3900
107/182 [================>.............] - ETA: 0s - loss: 0.3771
162/182 [=========================>....] - ETA: 0s - loss: 0.3679
182/182 [==============================] - 0s 2ms/step - loss: 0.3654 - val_loss: 0.3441
Epoch 29/100
1/182 [..............................] - ETA: 0s - loss: 0.2978
56/182 [========>.....................] - ETA: 0s - loss: 0.3354
111/182 [=================>............] - ETA: 0s - loss: 0.3362
166/182 [==========================>...] - ETA: 0s - loss: 0.3393
182/182 [==============================] - 0s 2ms/step - loss: 0.3399 - val_loss: 0.3306
Epoch 30/100
1/182 [..............................] - ETA: 0s - loss: 0.2979
53/182 [=======>......................] - ETA: 0s - loss: 0.3132
106/182 [================>.............] - ETA: 0s - loss: 0.3359
160/182 [=========================>....] - ETA: 0s - loss: 0.3416
182/182 [==============================] - 0s 2ms/step - loss: 0.3419 - val_loss: 0.3291
Epoch 31/100
1/182 [..............................] - ETA: 0s - loss: 0.3184
54/182 [=======>......................] - ETA: 0s - loss: 0.3229
109/182 [================>.............] - ETA: 0s - loss: 0.3388
161/182 [=========================>....] - ETA: 0s - loss: 0.3400
182/182 [==============================] - 0s 2ms/step - loss: 0.3403 - val_loss: 0.3300
Epoch 32/100
1/182 [..............................] - ETA: 0s - loss: 0.4301
52/182 [=======>......................] - ETA: 0s - loss: 0.3171
103/182 [===============>..............] - ETA: 0s - loss: 0.3271
156/182 [========================>.....] - ETA: 0s - loss: 0.3335
182/182 [==============================] - 0s 2ms/step - loss: 0.3347 - val_loss: 0.4275
Epoch 33/100
1/182 [..............................] - ETA: 0s - loss: 0.3736
55/182 [========>.....................] - ETA: 0s - loss: 0.3306
110/182 [=================>............] - ETA: 0s - loss: 0.3317
164/182 [==========================>...] - ETA: 0s - loss: 0.3317
182/182 [==============================] - 0s 2ms/step - loss: 0.3320 - val_loss: 0.4878
Epoch 34/100
1/182 [..............................] - ETA: 0s - loss: 0.2335
56/182 [========>.....................] - ETA: 0s - loss: 0.3114
111/182 [=================>............] - ETA: 0s - loss: 0.3280
166/182 [==========================>...] - ETA: 0s - loss: 0.3352
182/182 [==============================] - 0s 2ms/step - loss: 0.3359 - val_loss: 0.4575
Epoch 35/100
1/182 [..............................] - ETA: 0s - loss: 0.3228
55/182 [========>.....................] - ETA: 0s - loss: 0.3529
109/182 [================>.............] - ETA: 0s - loss: 0.3483
161/182 [=========================>....] - ETA: 0s - loss: 0.3464
182/182 [==============================] - 0s 2ms/step - loss: 0.3455 - val_loss: 0.3880
Epoch 36/100
1/182 [..............................] - ETA: 0s - loss: 0.3884
55/182 [========>.....................] - ETA: 0s - loss: 0.3645
110/182 [=================>............] - ETA: 0s - loss: 0.3616
164/182 [==========================>...] - ETA: 0s - loss: 0.3555
182/182 [==============================] - 0s 2ms/step - loss: 0.3536 - val_loss: 0.6335
Epoch 37/100
1/182 [..............................] - ETA: 0s - loss: 0.3016
48/182 [======>.......................] - ETA: 0s - loss: 0.3686
98/182 [===============>..............] - ETA: 0s - loss: 0.3447
146/182 [=======================>......] - ETA: 0s - loss: 0.3384
182/182 [==============================] - 0s 2ms/step - loss: 0.3369 - val_loss: 0.5677
Epoch 38/100
1/182 [..............................] - ETA: 0s - loss: 0.3692
55/182 [========>.....................] - ETA: 0s - loss: 0.3433
109/182 [================>.............] - ETA: 0s - loss: 0.3423
163/182 [=========================>....] - ETA: 0s - loss: 0.3418
182/182 [==============================] - 0s 2ms/step - loss: 0.3412 - val_loss: 0.4517
Epoch 39/100
1/182 [..............................] - ETA: 0s - loss: 0.2174
54/182 [=======>......................] - ETA: 0s - loss: 0.3480
107/182 [================>.............] - ETA: 0s - loss: 0.3487
161/182 [=========================>....] - ETA: 0s - loss: 0.3472
182/182 [==============================] - 0s 2ms/step - loss: 0.3461 - val_loss: 0.3217
Epoch 40/100
1/182 [..............................] - ETA: 0s - loss: 0.2578
54/182 [=======>......................] - ETA: 0s - loss: 0.3226
108/182 [================>.............] - ETA: 0s - loss: 0.3378
162/182 [=========================>....] - ETA: 0s - loss: 0.3388
182/182 [==============================] - 0s 2ms/step - loss: 0.3382 - val_loss: 0.3280
Epoch 41/100
1/182 [..............................] - ETA: 0s - loss: 0.4053
53/182 [=======>......................] - ETA: 0s - loss: 0.3527
105/182 [================>.............] - ETA: 0s - loss: 0.3470
159/182 [=========================>....] - ETA: 0s - loss: 0.3418
182/182 [==============================] - 0s 2ms/step - loss: 0.3404 - val_loss: 0.3962
Epoch 42/100
1/182 [..............................] - ETA: 0s - loss: 0.2339
56/182 [========>.....................] - ETA: 0s - loss: 0.3219
112/182 [=================>............] - ETA: 0s - loss: 0.3312
166/182 [==========================>...] - ETA: 0s - loss: 0.3335
182/182 [==============================] - 0s 2ms/step - loss: 0.3336 - val_loss: 0.3589
Epoch 43/100
1/182 [..............................] - ETA: 0s - loss: 0.2624
54/182 [=======>......................] - ETA: 0s - loss: 0.3558
108/182 [================>.............] - ETA: 0s - loss: 0.3523
159/182 [=========================>....] - ETA: 0s - loss: 0.3477
182/182 [==============================] - 0s 2ms/step - loss: 0.3453 - val_loss: 0.5079
Epoch 44/100
1/182 [..............................] - ETA: 0s - loss: 0.1353
50/182 [=======>......................] - ETA: 0s - loss: 0.3228
104/182 [================>.............] - ETA: 0s - loss: 0.3257
159/182 [=========================>....] - ETA: 0s - loss: 0.3264
182/182 [==============================] - 0s 2ms/step - loss: 0.3269 - val_loss: 0.3222
Epoch 45/100
1/182 [..............................] - ETA: 0s - loss: 0.1246
47/182 [======>.......................] - ETA: 0s - loss: 0.3210
101/182 [===============>..............] - ETA: 0s - loss: 0.3314
155/182 [========================>.....] - ETA: 0s - loss: 0.3306
182/182 [==============================] - 0s 2ms/step - loss: 0.3293 - val_loss: 0.3212
Epoch 46/100
1/182 [..............................] - ETA: 0s - loss: 0.4267
55/182 [========>.....................] - ETA: 0s - loss: 0.3503
109/182 [================>.............] - ETA: 0s - loss: 0.3340
164/182 [==========================>...] - ETA: 0s - loss: 0.3306
182/182 [==============================] - 0s 2ms/step - loss: 0.3303 - val_loss: 0.3239
Epoch 47/100
1/182 [..............................] - ETA: 0s - loss: 0.2636
53/182 [=======>......................] - ETA: 0s - loss: 0.2810
107/182 [================>.............] - ETA: 0s - loss: 0.3004
155/182 [========================>.....] - ETA: 0s - loss: 0.3092
182/182 [==============================] - 0s 2ms/step - loss: 0.3124 - val_loss: 0.3246
Epoch 48/100
1/182 [..............................] - ETA: 0s - loss: 0.2102
56/182 [========>.....................] - ETA: 0s - loss: 0.2984
109/182 [================>.............] - ETA: 0s - loss: 0.3094
162/182 [=========================>....] - ETA: 0s - loss: 0.3116
182/182 [==============================] - 0s 2ms/step - loss: 0.3133 - val_loss: 0.3748
Epoch 49/100
1/182 [..............................] - ETA: 0s - loss: 0.4052
53/182 [=======>......................] - ETA: 0s - loss: 0.4144
107/182 [================>.............] - ETA: 0s - loss: 0.3895
162/182 [=========================>....] - ETA: 0s - loss: 0.3723
182/182 [==============================] - 0s 2ms/step - loss: 0.3679 - val_loss: 0.3564
Epoch 50/100
1/182 [..............................] - ETA: 0s - loss: 0.6987
51/182 [=======>......................] - ETA: 0s - loss: 0.3279
103/182 [===============>..............] - ETA: 0s - loss: 0.3284
153/182 [========================>.....] - ETA: 0s - loss: 0.3277
182/182 [==============================] - 0s 2ms/step - loss: 0.3277 - val_loss: 0.5384
Epoch 51/100
1/182 [..............................] - ETA: 0s - loss: 0.6675
56/182 [========>.....................] - ETA: 0s - loss: 0.3687
109/182 [================>.............] - ETA: 0s - loss: 0.3511
163/182 [=========================>....] - ETA: 0s - loss: 0.3444
182/182 [==============================] - 0s 2ms/step - loss: 0.3425 - val_loss: 0.3317
Epoch 52/100
1/182 [..............................] - ETA: 0s - loss: 0.3340
56/182 [========>.....................] - ETA: 0s - loss: 0.3402
109/182 [================>.............] - ETA: 0s - loss: 0.3266
161/182 [=========================>....] - ETA: 0s - loss: 0.3232
182/182 [==============================] - 0s 2ms/step - loss: 0.3229 - val_loss: 0.3248
Epoch 53/100
1/182 [..............................] - ETA: 0s - loss: 0.1942
55/182 [========>.....................] - ETA: 0s - loss: 0.3109
106/182 [================>.............] - ETA: 0s - loss: 0.3140
155/182 [========================>.....] - ETA: 0s - loss: 0.3142
182/182 [==============================] - 0s 2ms/step - loss: 0.3148 - val_loss: 0.3370
Epoch 54/100
1/182 [..............................] - ETA: 0s - loss: 0.2681
52/182 [=======>......................] - ETA: 0s - loss: 0.2847
100/182 [===============>..............] - ETA: 0s - loss: 0.2977
144/182 [======================>.......] - ETA: 0s - loss: 0.3035
182/182 [==============================] - 0s 2ms/step - loss: 0.3062 - val_loss: 0.3416
Epoch 55/100
1/182 [..............................] - ETA: 0s - loss: 0.2809
54/182 [=======>......................] - ETA: 0s - loss: 0.2826
109/182 [================>.............] - ETA: 0s - loss: 0.2960
163/182 [=========================>....] - ETA: 0s - loss: 0.3028
182/182 [==============================] - 0s 2ms/step - loss: 0.3046 - val_loss: 0.3425
1/182 [..............................] - ETA: 3s - loss: 0.3811
67/182 [==========>...................] - ETA: 0s - loss: 0.3370
130/182 [====================>.........] - ETA: 0s - loss: 0.3254
182/182 [==============================] - 0s 781us/step - loss: 0.3369
[CV] END learning_rate=0.004591455636549438, n_hidden=2, n_neurons=59; total time= 17.0s
Epoch 1/100
1/363 [..............................] - ETA: 1:49 - loss: 6.9051
49/363 [===>..........................] - ETA: 0s - loss: 3.5030
96/363 [======>.......................] - ETA: 0s - loss: 2.6539
145/363 [==========>...................] - ETA: 0s - loss: 2.2190
194/363 [===============>..............] - ETA: 0s - loss: 1.9525
244/363 [===================>..........] - ETA: 0s - loss: 1.7664
293/363 [=======================>......] - ETA: 0s - loss: 1.6327
342/363 [===========================>..] - ETA: 0s - loss: 1.5270
363/363 [==============================] - 1s 2ms/step - loss: 1.4868 - val_loss: 4.8354
Epoch 2/100
1/363 [..............................] - ETA: 0s - loss: 0.2913
50/363 [===>..........................] - ETA: 0s - loss: 1.2402
98/363 [=======>......................] - ETA: 0s - loss: 0.9923
149/363 [===========>..................] - ETA: 0s - loss: 0.8685
199/363 [===============>..............] - ETA: 0s - loss: 0.7966
247/363 [===================>..........] - ETA: 0s - loss: 0.7486
297/363 [=======================>......] - ETA: 0s - loss: 0.7121
342/363 [===========================>..] - ETA: 0s - loss: 0.6862
363/363 [==============================] - 1s 1ms/step - loss: 0.6756 - val_loss: 2.3249
Epoch 3/100
1/363 [..............................] - ETA: 0s - loss: 0.2777
49/363 [===>..........................] - ETA: 0s - loss: 0.4552
97/363 [=======>......................] - ETA: 0s - loss: 0.4644
146/363 [===========>..................] - ETA: 0s - loss: 0.4694
196/363 [===============>..............] - ETA: 0s - loss: 0.4689
246/363 [===================>..........] - ETA: 0s - loss: 0.4638
295/363 [=======================>......] - ETA: 0s - loss: 0.4584
345/363 [===========================>..] - ETA: 0s - loss: 0.4542
363/363 [==============================] - 0s 1ms/step - loss: 0.4526 - val_loss: 0.3585
Epoch 4/100
1/363 [..............................] - ETA: 0s - loss: 0.2022
50/363 [===>..........................] - ETA: 0s - loss: 0.4045
98/363 [=======>......................] - ETA: 0s - loss: 0.4120
147/363 [===========>..................] - ETA: 0s - loss: 0.4051
195/363 [===============>..............] - ETA: 0s - loss: 0.4030
240/363 [==================>...........] - ETA: 0s - loss: 0.4012
289/363 [======================>.......] - ETA: 0s - loss: 0.3987
336/363 [==========================>...] - ETA: 0s - loss: 0.3964
363/363 [==============================] - 1s 1ms/step - loss: 0.3952 - val_loss: 0.3966
Epoch 5/100
1/363 [..............................] - ETA: 0s - loss: 0.5948
50/363 [===>..........................] - ETA: 0s - loss: 0.4173
99/363 [=======>......................] - ETA: 0s - loss: 0.4080
147/363 [===========>..................] - ETA: 0s - loss: 0.3990
194/363 [===============>..............] - ETA: 0s - loss: 0.3925
238/363 [==================>...........] - ETA: 0s - loss: 0.3876
281/363 [======================>.......] - ETA: 0s - loss: 0.3843
325/363 [=========================>....] - ETA: 0s - loss: 0.3816
363/363 [==============================] - 1s 1ms/step - loss: 0.3800 - val_loss: 0.3409
Epoch 6/100
1/363 [..............................] - ETA: 0s - loss: 0.3396
49/363 [===>..........................] - ETA: 0s - loss: 0.3739
97/363 [=======>......................] - ETA: 0s - loss: 0.3708
143/363 [==========>...................] - ETA: 0s - loss: 0.3673
189/363 [==============>...............] - ETA: 0s - loss: 0.3668
238/363 [==================>...........] - ETA: 0s - loss: 0.3662
287/363 [======================>.......] - ETA: 0s - loss: 0.3650
330/363 [==========================>...] - ETA: 0s - loss: 0.3643
363/363 [==============================] - 1s 1ms/step - loss: 0.3636 - val_loss: 0.4289
Epoch 7/100
1/363 [..............................] - ETA: 0s - loss: 0.8592
50/363 [===>..........................] - ETA: 0s - loss: 0.4256
100/363 [=======>......................] - ETA: 0s - loss: 0.4013
148/363 [===========>..................] - ETA: 0s - loss: 0.3931
194/363 [===============>..............] - ETA: 0s - loss: 0.3873
243/363 [===================>..........] - ETA: 0s - loss: 0.3818
292/363 [=======================>......] - ETA: 0s - loss: 0.3776
342/363 [===========================>..] - ETA: 0s - loss: 0.3745
363/363 [==============================] - 1s 1ms/step - loss: 0.3732 - val_loss: 0.3379
Epoch 8/100
1/363 [..............................] - ETA: 0s - loss: 0.2135
48/363 [==>...........................] - ETA: 0s - loss: 0.4260
98/363 [=======>......................] - ETA: 0s - loss: 0.3928
141/363 [==========>...................] - ETA: 0s - loss: 0.3786
189/363 [==============>...............] - ETA: 0s - loss: 0.3687
236/363 [==================>...........] - ETA: 0s - loss: 0.3632
283/363 [======================>.......] - ETA: 0s - loss: 0.3604
331/363 [==========================>...] - ETA: 0s - loss: 0.3581
363/363 [==============================] - 1s 1ms/step - loss: 0.3569 - val_loss: 0.3341
Epoch 9/100
1/363 [..............................] - ETA: 0s - loss: 0.2901
51/363 [===>..........................] - ETA: 0s - loss: 0.3137
101/363 [=======>......................] - ETA: 0s - loss: 0.3214
150/363 [===========>..................] - ETA: 0s - loss: 0.3302
200/363 [===============>..............] - ETA: 0s - loss: 0.3355
250/363 [===================>..........] - ETA: 0s - loss: 0.3383
296/363 [=======================>......] - ETA: 0s - loss: 0.3397
344/363 [===========================>..] - ETA: 0s - loss: 0.3404
363/363 [==============================] - 1s 1ms/step - loss: 0.3404 - val_loss: 0.3683
Epoch 10/100
1/363 [..............................] - ETA: 0s - loss: 0.6087
50/363 [===>..........................] - ETA: 0s - loss: 0.3598
100/363 [=======>......................] - ETA: 0s - loss: 0.3532
147/363 [===========>..................] - ETA: 0s - loss: 0.3494
196/363 [===============>..............] - ETA: 0s - loss: 0.3473
246/363 [===================>..........] - ETA: 0s - loss: 0.3454
295/363 [=======================>......] - ETA: 0s - loss: 0.3441
338/363 [==========================>...] - ETA: 0s - loss: 0.3426
363/363 [==============================] - 1s 1ms/step - loss: 0.3420 - val_loss: 0.4284
Epoch 11/100
1/363 [..............................] - ETA: 0s - loss: 0.2637
51/363 [===>..........................] - ETA: 0s - loss: 0.3174
101/363 [=======>......................] - ETA: 0s - loss: 0.3216
151/363 [===========>..................] - ETA: 0s - loss: 0.3249
200/363 [===============>..............] - ETA: 0s - loss: 0.3271
251/363 [===================>..........] - ETA: 0s - loss: 0.3294
301/363 [=======================>......] - ETA: 0s - loss: 0.3297
349/363 [===========================>..] - ETA: 0s - loss: 0.3297
363/363 [==============================] - 0s 1ms/step - loss: 0.3299 - val_loss: 0.5667
Epoch 12/100
1/363 [..............................] - ETA: 0s - loss: 0.2820
50/363 [===>..........................] - ETA: 0s - loss: 0.3359
99/363 [=======>......................] - ETA: 0s - loss: 0.3480
141/363 [==========>...................] - ETA: 0s - loss: 0.3482
190/363 [==============>...............] - ETA: 0s - loss: 0.3451
241/363 [==================>...........] - ETA: 0s - loss: 0.3423
290/363 [======================>.......] - ETA: 0s - loss: 0.3409
339/363 [===========================>..] - ETA: 0s - loss: 0.3405
363/363 [==============================] - 1s 1ms/step - loss: 0.3401 - val_loss: 0.3215
Epoch 13/100
1/363 [..............................] - ETA: 0s - loss: 0.2810
50/363 [===>..........................] - ETA: 0s - loss: 0.2895
100/363 [=======>......................] - ETA: 0s - loss: 0.3193
151/363 [===========>..................] - ETA: 0s - loss: 0.3283
202/363 [===============>..............] - ETA: 0s - loss: 0.3309
253/363 [===================>..........] - ETA: 0s - loss: 0.3300
304/363 [========================>.....] - ETA: 0s - loss: 0.3288
355/363 [============================>.] - ETA: 0s - loss: 0.3279
363/363 [==============================] - 0s 1ms/step - loss: 0.3278 - val_loss: 0.3397
Epoch 14/100
1/363 [..............................] - ETA: 0s - loss: 0.3064
49/363 [===>..........................] - ETA: 0s - loss: 0.3226
98/363 [=======>......................] - ETA: 0s - loss: 0.3204
147/363 [===========>..................] - ETA: 0s - loss: 0.3210
196/363 [===============>..............] - ETA: 0s - loss: 0.3211
247/363 [===================>..........] - ETA: 0s - loss: 0.3225
297/363 [=======================>......] - ETA: 0s - loss: 0.3225
348/363 [===========================>..] - ETA: 0s - loss: 0.3220
363/363 [==============================] - 1s 1ms/step - loss: 0.3220 - val_loss: 0.3186
Epoch 15/100
1/363 [..............................] - ETA: 0s - loss: 0.8130
48/363 [==>...........................] - ETA: 0s - loss: 0.3418
96/363 [======>.......................] - ETA: 0s - loss: 0.3269
145/363 [==========>...................] - ETA: 0s - loss: 0.3238
195/363 [===============>..............] - ETA: 0s - loss: 0.3204
246/363 [===================>..........] - ETA: 0s - loss: 0.3193
296/363 [=======================>......] - ETA: 0s - loss: 0.3186
345/363 [===========================>..] - ETA: 0s - loss: 0.3192
363/363 [==============================] - 0s 1ms/step - loss: 0.3193 - val_loss: 0.3360
Epoch 16/100
1/363 [..............................] - ETA: 0s - loss: 0.2538
49/363 [===>..........................] - ETA: 0s - loss: 0.3159
96/363 [======>.......................] - ETA: 0s - loss: 0.3184
137/363 [==========>...................] - ETA: 0s - loss: 0.3208
181/363 [=============>................] - ETA: 0s - loss: 0.3229
223/363 [=================>............] - ETA: 0s - loss: 0.3240
262/363 [====================>.........] - ETA: 0s - loss: 0.3240
306/363 [========================>.....] - ETA: 0s - loss: 0.3239
355/363 [============================>.] - ETA: 0s - loss: 0.3234
363/363 [==============================] - 1s 1ms/step - loss: 0.3232 - val_loss: 0.3036
Epoch 17/100
1/363 [..............................] - ETA: 0s - loss: 0.1482
51/363 [===>..........................] - ETA: 0s - loss: 0.3191
100/363 [=======>......................] - ETA: 0s - loss: 0.3091
147/363 [===========>..................] - ETA: 0s - loss: 0.3051
194/363 [===============>..............] - ETA: 0s - loss: 0.3034
243/363 [===================>..........] - ETA: 0s - loss: 0.3024
292/363 [=======================>......] - ETA: 0s - loss: 0.3032
338/363 [==========================>...] - ETA: 0s - loss: 0.3042
363/363 [==============================] - 1s 1ms/step - loss: 0.3049 - val_loss: 0.3762
Epoch 18/100
1/363 [..............................] - ETA: 0s - loss: 0.3238
51/363 [===>..........................] - ETA: 0s - loss: 0.2919
94/363 [======>.......................] - ETA: 0s - loss: 0.2930
143/363 [==========>...................] - ETA: 0s - loss: 0.3011
191/363 [==============>...............] - ETA: 0s - loss: 0.3045
240/363 [==================>...........] - ETA: 0s - loss: 0.3057
289/363 [======================>.......] - ETA: 0s - loss: 0.3068
336/363 [==========================>...] - ETA: 0s - loss: 0.3075
363/363 [==============================] - 1s 1ms/step - loss: 0.3079 - val_loss: 0.3458
Epoch 19/100
1/363 [..............................] - ETA: 0s - loss: 0.2519
51/363 [===>..........................] - ETA: 0s - loss: 0.2827
100/363 [=======>......................] - ETA: 0s - loss: 0.2921
150/363 [===========>..................] - ETA: 0s - loss: 0.2954
201/363 [===============>..............] - ETA: 0s - loss: 0.2971
250/363 [===================>..........] - ETA: 0s - loss: 0.2986
298/363 [=======================>......] - ETA: 0s - loss: 0.3007
347/363 [===========================>..] - ETA: 0s - loss: 0.3027
363/363 [==============================] - 0s 1ms/step - loss: 0.3031 - val_loss: 0.2953
Epoch 20/100
1/363 [..............................] - ETA: 0s - loss: 0.3555
45/363 [==>...........................] - ETA: 0s - loss: 0.2847
94/363 [======>.......................] - ETA: 0s - loss: 0.2837
144/363 [==========>...................] - ETA: 0s - loss: 0.2868
194/363 [===============>..............] - ETA: 0s - loss: 0.2892
242/363 [===================>..........] - ETA: 0s - loss: 0.2916
290/363 [======================>.......] - ETA: 0s - loss: 0.2937
340/363 [===========================>..] - ETA: 0s - loss: 0.2954
363/363 [==============================] - 1s 1ms/step - loss: 0.2962 - val_loss: 0.4313
Epoch 21/100
1/363 [..............................] - ETA: 0s - loss: 0.2749
51/363 [===>..........................] - ETA: 0s - loss: 0.2821
100/363 [=======>......................] - ETA: 0s - loss: 0.2898
150/363 [===========>..................] - ETA: 0s - loss: 0.2979
199/363 [===============>..............] - ETA: 0s - loss: 0.3010
251/363 [===================>..........] - ETA: 0s - loss: 0.3020
298/363 [=======================>......] - ETA: 0s - loss: 0.3021
343/363 [===========================>..] - ETA: 0s - loss: 0.3023
363/363 [==============================] - 0s 1ms/step - loss: 0.3025 - val_loss: 0.2977
Epoch 22/100
1/363 [..............................] - ETA: 0s - loss: 0.1813
49/363 [===>..........................] - ETA: 0s - loss: 0.2511
100/363 [=======>......................] - ETA: 0s - loss: 0.2695
149/363 [===========>..................] - ETA: 0s - loss: 0.2765
199/363 [===============>..............] - ETA: 0s - loss: 0.2818
247/363 [===================>..........] - ETA: 0s - loss: 0.2849
297/363 [=======================>......] - ETA: 0s - loss: 0.2872
347/363 [===========================>..] - ETA: 0s - loss: 0.2887
363/363 [==============================] - 1s 1ms/step - loss: 0.2892 - val_loss: 0.3872
Epoch 23/100
1/363 [..............................] - ETA: 0s - loss: 0.2452
51/363 [===>..........................] - ETA: 0s - loss: 0.3368
101/363 [=======>......................] - ETA: 0s - loss: 0.3220
151/363 [===========>..................] - ETA: 0s - loss: 0.3164
201/363 [===============>..............] - ETA: 0s - loss: 0.3139
251/363 [===================>..........] - ETA: 0s - loss: 0.3112
302/363 [=======================>......] - ETA: 0s - loss: 0.3092
350/363 [===========================>..] - ETA: 0s - loss: 0.3078
363/363 [==============================] - 0s 1ms/step - loss: 0.3075 - val_loss: 0.3383
Epoch 24/100
1/363 [..............................] - ETA: 0s - loss: 0.3398
42/363 [==>...........................] - ETA: 0s - loss: 0.3045
92/363 [======>.......................] - ETA: 0s - loss: 0.2962
142/363 [==========>...................] - ETA: 0s - loss: 0.2908
191/363 [==============>...............] - ETA: 0s - loss: 0.2910
242/363 [===================>..........] - ETA: 0s - loss: 0.2926
294/363 [=======================>......] - ETA: 0s - loss: 0.2939
344/363 [===========================>..] - ETA: 0s - loss: 0.2948
363/363 [==============================] - 0s 1ms/step - loss: 0.2951 - val_loss: 0.3082
Epoch 25/100
1/363 [..............................] - ETA: 0s - loss: 0.2628
48/363 [==>...........................] - ETA: 0s - loss: 0.2886
96/363 [======>.......................] - ETA: 0s - loss: 0.2912
145/363 [==========>...................] - ETA: 0s - loss: 0.2903
195/363 [===============>..............] - ETA: 0s - loss: 0.2902
245/363 [===================>..........] - ETA: 0s - loss: 0.2905
296/363 [=======================>......] - ETA: 0s - loss: 0.2914
340/363 [===========================>..] - ETA: 0s - loss: 0.2923
363/363 [==============================] - 0s 1ms/step - loss: 0.2928 - val_loss: 0.3532
Epoch 26/100
1/363 [..............................] - ETA: 0s - loss: 0.5816
50/363 [===>..........................] - ETA: 0s - loss: 0.2949
98/363 [=======>......................] - ETA: 0s - loss: 0.2924
147/363 [===========>..................] - ETA: 0s - loss: 0.2910
197/363 [===============>..............] - ETA: 0s - loss: 0.2916
247/363 [===================>..........] - ETA: 0s - loss: 0.2926
297/363 [=======================>......] - ETA: 0s - loss: 0.2939
346/363 [===========================>..] - ETA: 0s - loss: 0.2948
363/363 [==============================] - 1s 1ms/step - loss: 0.2949 - val_loss: 0.3522
Epoch 27/100
1/363 [..............................] - ETA: 0s - loss: 0.3027
52/363 [===>..........................] - ETA: 0s - loss: 0.3079
101/363 [=======>......................] - ETA: 0s - loss: 0.3013
149/363 [===========>..................] - ETA: 0s - loss: 0.2968
199/363 [===============>..............] - ETA: 0s - loss: 0.2964
248/363 [===================>..........] - ETA: 0s - loss: 0.2961
297/363 [=======================>......] - ETA: 0s - loss: 0.2956
347/363 [===========================>..] - ETA: 0s - loss: 0.2957
363/363 [==============================] - 0s 1ms/step - loss: 0.2957 - val_loss: 0.2882
Epoch 28/100
1/363 [..............................] - ETA: 0s - loss: 0.1109
51/363 [===>..........................] - ETA: 0s - loss: 0.2934
83/363 [=====>........................] - ETA: 0s - loss: 0.2960
116/363 [========>.....................] - ETA: 0s - loss: 0.2954
157/363 [===========>..................] - ETA: 0s - loss: 0.2959
205/363 [===============>..............] - ETA: 0s - loss: 0.2961
253/363 [===================>..........] - ETA: 0s - loss: 0.2955
303/363 [========================>.....] - ETA: 0s - loss: 0.2950
353/363 [============================>.] - ETA: 0s - loss: 0.2948
363/363 [==============================] - 1s 1ms/step - loss: 0.2948 - val_loss: 0.3477
Epoch 29/100
1/363 [..............................] - ETA: 0s - loss: 0.2638
50/363 [===>..........................] - ETA: 0s - loss: 0.2764
99/363 [=======>......................] - ETA: 0s - loss: 0.2802
148/363 [===========>..................] - ETA: 0s - loss: 0.2817
199/363 [===============>..............] - ETA: 0s - loss: 0.2832
247/363 [===================>..........] - ETA: 0s - loss: 0.2845
296/363 [=======================>......] - ETA: 0s - loss: 0.2848
347/363 [===========================>..] - ETA: 0s - loss: 0.2858
363/363 [==============================] - 0s 1ms/step - loss: 0.2861 - val_loss: 0.3052
Epoch 30/100
1/363 [..............................] - ETA: 0s - loss: 0.2109
50/363 [===>..........................] - ETA: 0s - loss: 0.2907
100/363 [=======>......................] - ETA: 0s - loss: 0.3009
150/363 [===========>..................] - ETA: 0s - loss: 0.3033
200/363 [===============>..............] - ETA: 0s - loss: 0.3025
251/363 [===================>..........] - ETA: 0s - loss: 0.3001
298/363 [=======================>......] - ETA: 0s - loss: 0.2981
346/363 [===========================>..] - ETA: 0s - loss: 0.2970
363/363 [==============================] - 1s 1ms/step - loss: 0.2966 - val_loss: 0.3752
Epoch 31/100
1/363 [..............................] - ETA: 0s - loss: 0.3321
51/363 [===>..........................] - ETA: 0s - loss: 0.2548
101/363 [=======>......................] - ETA: 0s - loss: 0.2708
151/363 [===========>..................] - ETA: 0s - loss: 0.2790
202/363 [===============>..............] - ETA: 0s - loss: 0.2839
252/363 [===================>..........] - ETA: 0s - loss: 0.2854
302/363 [=======================>......] - ETA: 0s - loss: 0.2871
350/363 [===========================>..] - ETA: 0s - loss: 0.2877
363/363 [==============================] - 0s 1ms/step - loss: 0.2879 - val_loss: 0.3028
Epoch 32/100
1/363 [..............................] - ETA: 0s - loss: 0.3820
43/363 [==>...........................] - ETA: 0s - loss: 0.2830
93/363 [======>.......................] - ETA: 0s - loss: 0.2872
143/363 [==========>...................] - ETA: 0s - loss: 0.2885
192/363 [==============>...............] - ETA: 0s - loss: 0.2883
242/363 [===================>..........] - ETA: 0s - loss: 0.2878
292/363 [=======================>......] - ETA: 0s - loss: 0.2871
341/363 [===========================>..] - ETA: 0s - loss: 0.2869
363/363 [==============================] - 1s 1ms/step - loss: 0.2870 - val_loss: 0.4018
Epoch 33/100
1/363 [..............................] - ETA: 0s - loss: 0.4758
51/363 [===>..........................] - ETA: 0s - loss: 0.3037
102/363 [=======>......................] - ETA: 0s - loss: 0.2949
152/363 [===========>..................] - ETA: 0s - loss: 0.2907
203/363 [===============>..............] - ETA: 0s - loss: 0.2878
255/363 [====================>.........] - ETA: 0s - loss: 0.2862
301/363 [=======================>......] - ETA: 0s - loss: 0.2859
346/363 [===========================>..] - ETA: 0s - loss: 0.2860
363/363 [==============================] - 0s 1ms/step - loss: 0.2860 - val_loss: 0.2841
Epoch 34/100
1/363 [..............................] - ETA: 0s - loss: 0.3020
51/363 [===>..........................] - ETA: 0s - loss: 0.2660
101/363 [=======>......................] - ETA: 0s - loss: 0.2749
152/363 [===========>..................] - ETA: 0s - loss: 0.2785
203/363 [===============>..............] - ETA: 0s - loss: 0.2787
254/363 [===================>..........] - ETA: 0s - loss: 0.2792
306/363 [========================>.....] - ETA: 0s - loss: 0.2800
356/363 [============================>.] - ETA: 0s - loss: 0.2807
363/363 [==============================] - 0s 1ms/step - loss: 0.2808 - val_loss: 0.3037
Epoch 35/100
1/363 [..............................] - ETA: 0s - loss: 0.2184
42/363 [==>...........................] - ETA: 0s - loss: 0.2671
90/363 [======>.......................] - ETA: 0s - loss: 0.2686
139/363 [==========>...................] - ETA: 0s - loss: 0.2708
189/363 [==============>...............] - ETA: 0s - loss: 0.2715
239/363 [==================>...........] - ETA: 0s - loss: 0.2726
288/363 [======================>.......] - ETA: 0s - loss: 0.2740
336/363 [==========================>...] - ETA: 0s - loss: 0.2754
363/363 [==============================] - 1s 1ms/step - loss: 0.2762 - val_loss: 0.3626
Epoch 36/100
1/363 [..............................] - ETA: 0s - loss: 0.1991
45/363 [==>...........................] - ETA: 0s - loss: 0.2652
91/363 [======>.......................] - ETA: 0s - loss: 0.2633
141/363 [==========>...................] - ETA: 0s - loss: 0.2643
189/363 [==============>...............] - ETA: 0s - loss: 0.2663
240/363 [==================>...........] - ETA: 0s - loss: 0.2684
292/363 [=======================>......] - ETA: 0s - loss: 0.2703
343/363 [===========================>..] - ETA: 0s - loss: 0.2722
363/363 [==============================] - 0s 1ms/step - loss: 0.2729 - val_loss: 0.3158
Epoch 37/100
1/363 [..............................] - ETA: 0s - loss: 0.2779
51/363 [===>..........................] - ETA: 0s - loss: 0.3286
101/363 [=======>......................] - ETA: 0s - loss: 0.3244
148/363 [===========>..................] - ETA: 0s - loss: 0.3178
197/363 [===============>..............] - ETA: 0s - loss: 0.3117
245/363 [===================>..........] - ETA: 0s - loss: 0.3058
289/363 [======================>.......] - ETA: 0s - loss: 0.3014
337/363 [==========================>...] - ETA: 0s - loss: 0.2983
363/363 [==============================] - 1s 1ms/step - loss: 0.2971 - val_loss: 0.3755
Epoch 38/100
1/363 [..............................] - ETA: 0s - loss: 0.2775
51/363 [===>..........................] - ETA: 0s - loss: 0.2705
102/363 [=======>......................] - ETA: 0s - loss: 0.2715
152/363 [===========>..................] - ETA: 0s - loss: 0.2708
200/363 [===============>..............] - ETA: 0s - loss: 0.2725
250/363 [===================>..........] - ETA: 0s - loss: 0.2739
299/363 [=======================>......] - ETA: 0s - loss: 0.2751
350/363 [===========================>..] - ETA: 0s - loss: 0.2755
363/363 [==============================] - 0s 1ms/step - loss: 0.2756 - val_loss: 0.2798
Epoch 39/100
1/363 [..............................] - ETA: 0s - loss: 0.2452
47/363 [==>...........................] - ETA: 0s - loss: 0.2933
90/363 [======>.......................] - ETA: 0s - loss: 0.2950
140/363 [==========>...................] - ETA: 0s - loss: 0.2953
190/363 [==============>...............] - ETA: 0s - loss: 0.2936
241/363 [==================>...........] - ETA: 0s - loss: 0.2920
290/363 [======================>.......] - ETA: 0s - loss: 0.2904
340/363 [===========================>..] - ETA: 0s - loss: 0.2890
363/363 [==============================] - 1s 1ms/step - loss: 0.2884 - val_loss: 0.3218
Epoch 40/100
1/363 [..............................] - ETA: 0s - loss: 0.3686
53/363 [===>..........................] - ETA: 0s - loss: 0.2926
103/363 [=======>......................] - ETA: 0s - loss: 0.2791
153/363 [===========>..................] - ETA: 0s - loss: 0.2789
203/363 [===============>..............] - ETA: 0s - loss: 0.2795
253/363 [===================>..........] - ETA: 0s - loss: 0.2796
303/363 [========================>.....] - ETA: 0s - loss: 0.2796
354/363 [============================>.] - ETA: 0s - loss: 0.2796
363/363 [==============================] - 0s 1ms/step - loss: 0.2796 - val_loss: 0.2834
Epoch 41/100
1/363 [..............................] - ETA: 0s - loss: 0.4405
51/363 [===>..........................] - ETA: 0s - loss: 0.2975
102/363 [=======>......................] - ETA: 0s - loss: 0.3006
152/363 [===========>..................] - ETA: 0s - loss: 0.2982
199/363 [===============>..............] - ETA: 0s - loss: 0.2946
237/363 [==================>...........] - ETA: 0s - loss: 0.2913
282/363 [======================>.......] - ETA: 0s - loss: 0.2889
333/363 [==========================>...] - ETA: 0s - loss: 0.2874
363/363 [==============================] - 1s 1ms/step - loss: 0.2868 - val_loss: 0.3961
Epoch 42/100
1/363 [..............................] - ETA: 0s - loss: 0.3905
50/363 [===>..........................] - ETA: 0s - loss: 0.2629
101/363 [=======>......................] - ETA: 0s - loss: 0.2656
149/363 [===========>..................] - ETA: 0s - loss: 0.2665
199/363 [===============>..............] - ETA: 0s - loss: 0.2670
249/363 [===================>..........] - ETA: 0s - loss: 0.2683
299/363 [=======================>......] - ETA: 0s - loss: 0.2704
350/363 [===========================>..] - ETA: 0s - loss: 0.2725
363/363 [==============================] - 0s 1ms/step - loss: 0.2728 - val_loss: 0.2855
Epoch 43/100
1/363 [..............................] - ETA: 0s - loss: 0.4033
51/363 [===>..........................] - ETA: 0s - loss: 0.3285
99/363 [=======>......................] - ETA: 0s - loss: 0.3048
144/363 [==========>...................] - ETA: 0s - loss: 0.2962
191/363 [==============>...............] - ETA: 0s - loss: 0.2912
242/363 [===================>..........] - ETA: 0s - loss: 0.2879
292/363 [=======================>......] - ETA: 0s - loss: 0.2862
343/363 [===========================>..] - ETA: 0s - loss: 0.2846
363/363 [==============================] - 0s 1ms/step - loss: 0.2840 - val_loss: 0.3303
Epoch 44/100
1/363 [..............................] - ETA: 0s - loss: 0.2055
51/363 [===>..........................] - ETA: 0s - loss: 0.2630
100/363 [=======>......................] - ETA: 0s - loss: 0.2704
150/363 [===========>..................] - ETA: 0s - loss: 0.2687
200/363 [===============>..............] - ETA: 0s - loss: 0.2689
250/363 [===================>..........] - ETA: 0s - loss: 0.2687
302/363 [=======================>......] - ETA: 0s - loss: 0.2686
353/363 [============================>.] - ETA: 0s - loss: 0.2689
363/363 [==============================] - 0s 1ms/step - loss: 0.2691 - val_loss: 0.3810
Epoch 45/100
1/363 [..............................] - ETA: 0s - loss: 0.1815
50/363 [===>..........................] - ETA: 0s - loss: 0.2807
99/363 [=======>......................] - ETA: 0s - loss: 0.2772
148/363 [===========>..................] - ETA: 0s - loss: 0.2763
197/363 [===============>..............] - ETA: 0s - loss: 0.2758
247/363 [===================>..........] - ETA: 0s - loss: 0.2760
297/363 [=======================>......] - ETA: 0s - loss: 0.2763
344/363 [===========================>..] - ETA: 0s - loss: 0.2762
363/363 [==============================] - 0s 1ms/step - loss: 0.2762 - val_loss: 0.2752
Epoch 46/100
1/363 [..............................] - ETA: 0s - loss: 0.2044
50/363 [===>..........................] - ETA: 0s - loss: 0.2814
99/363 [=======>......................] - ETA: 0s - loss: 0.2802
148/363 [===========>..................] - ETA: 0s - loss: 0.2802
189/363 [==============>...............] - ETA: 0s - loss: 0.2802
237/363 [==================>...........] - ETA: 0s - loss: 0.2802
286/363 [======================>.......] - ETA: 0s - loss: 0.2797
336/363 [==========================>...] - ETA: 0s - loss: 0.2791
363/363 [==============================] - 1s 1ms/step - loss: 0.2788 - val_loss: 0.3096
Epoch 47/100
1/363 [..............................] - ETA: 0s - loss: 0.5048
51/363 [===>..........................] - ETA: 0s - loss: 0.3035
101/363 [=======>......................] - ETA: 0s - loss: 0.3005
148/363 [===========>..................] - ETA: 0s - loss: 0.2988
190/363 [==============>...............] - ETA: 0s - loss: 0.2965
238/363 [==================>...........] - ETA: 0s - loss: 0.2942
287/363 [======================>.......] - ETA: 0s - loss: 0.2911
336/363 [==========================>...] - ETA: 0s - loss: 0.2887
363/363 [==============================] - 1s 1ms/step - loss: 0.2876 - val_loss: 0.3272
Epoch 48/100
1/363 [..............................] - ETA: 0s - loss: 0.1517
51/363 [===>..........................] - ETA: 0s - loss: 0.2528
94/363 [======>.......................] - ETA: 0s - loss: 0.2582
144/363 [==========>...................] - ETA: 0s - loss: 0.2623
193/363 [==============>...............] - ETA: 0s - loss: 0.2638
237/363 [==================>...........] - ETA: 0s - loss: 0.2653
285/363 [======================>.......] - ETA: 0s - loss: 0.2661
334/363 [==========================>...] - ETA: 0s - loss: 0.2670
363/363 [==============================] - 1s 1ms/step - loss: 0.2675 - val_loss: 0.3420
Epoch 49/100
1/363 [..............................] - ETA: 0s - loss: 0.1860
51/363 [===>..........................] - ETA: 0s - loss: 0.2699
101/363 [=======>......................] - ETA: 0s - loss: 0.2728
150/363 [===========>..................] - ETA: 0s - loss: 0.2713
196/363 [===============>..............] - ETA: 0s - loss: 0.2727
247/363 [===================>..........] - ETA: 0s - loss: 0.2737
296/363 [=======================>......] - ETA: 0s - loss: 0.2737
345/363 [===========================>..] - ETA: 0s - loss: 0.2734
363/363 [==============================] - 0s 1ms/step - loss: 0.2734 - val_loss: 0.2757
Epoch 50/100
1/363 [..............................] - ETA: 0s - loss: 0.1212
49/363 [===>..........................] - ETA: 0s - loss: 0.2714
99/363 [=======>......................] - ETA: 0s - loss: 0.2759
149/363 [===========>..................] - ETA: 0s - loss: 0.2781
199/363 [===============>..............] - ETA: 0s - loss: 0.2776
250/363 [===================>..........] - ETA: 0s - loss: 0.2777
301/363 [=======================>......] - ETA: 0s - loss: 0.2775
349/363 [===========================>..] - ETA: 0s - loss: 0.2770
363/363 [==============================] - 0s 1ms/step - loss: 0.2768 - val_loss: 0.2780
Epoch 51/100
1/363 [..............................] - ETA: 0s - loss: 0.2401
52/363 [===>..........................] - ETA: 0s - loss: 0.2873
102/363 [=======>......................] - ETA: 0s - loss: 0.2843
153/363 [===========>..................] - ETA: 0s - loss: 0.2815
202/363 [===============>..............] - ETA: 0s - loss: 0.2794
247/363 [===================>..........] - ETA: 0s - loss: 0.2775
299/363 [=======================>......] - ETA: 0s - loss: 0.2758
351/363 [============================>.] - ETA: 0s - loss: 0.2745
363/363 [==============================] - 0s 1ms/step - loss: 0.2744 - val_loss: 0.2999
Epoch 52/100
1/363 [..............................] - ETA: 0s - loss: 0.3167
51/363 [===>..........................] - ETA: 0s - loss: 0.2910
103/363 [=======>......................] - ETA: 0s - loss: 0.2778
155/363 [===========>..................] - ETA: 0s - loss: 0.2744
206/363 [================>.............] - ETA: 0s - loss: 0.2734
258/363 [====================>.........] - ETA: 0s - loss: 0.2723
310/363 [========================>.....] - ETA: 0s - loss: 0.2716
361/363 [============================>.] - ETA: 0s - loss: 0.2716
363/363 [==============================] - 0s 1ms/step - loss: 0.2716 - val_loss: 0.2998
Epoch 53/100
1/363 [..............................] - ETA: 0s - loss: 0.4531
50/363 [===>..........................] - ETA: 0s - loss: 0.2743
100/363 [=======>......................] - ETA: 0s - loss: 0.2733
151/363 [===========>..................] - ETA: 0s - loss: 0.2740
203/363 [===============>..............] - ETA: 0s - loss: 0.2730
250/363 [===================>..........] - ETA: 0s - loss: 0.2721
299/363 [=======================>......] - ETA: 0s - loss: 0.2720
352/363 [============================>.] - ETA: 0s - loss: 0.2719
363/363 [==============================] - 0s 1ms/step - loss: 0.2718 - val_loss: 0.3933
Epoch 54/100
1/363 [..............................] - ETA: 0s - loss: 0.1660
51/363 [===>..........................] - ETA: 0s - loss: 0.2642
100/363 [=======>......................] - ETA: 0s - loss: 0.2596
151/363 [===========>..................] - ETA: 0s - loss: 0.2581
200/363 [===============>..............] - ETA: 0s - loss: 0.2573
249/363 [===================>..........] - ETA: 0s - loss: 0.2575
302/363 [=======================>......] - ETA: 0s - loss: 0.2585
354/363 [============================>.] - ETA: 0s - loss: 0.2600
363/363 [==============================] - 0s 1ms/step - loss: 0.2602 - val_loss: 0.2703
Epoch 55/100
1/363 [..............................] - ETA: 0s - loss: 0.4966
53/363 [===>..........................] - ETA: 0s - loss: 0.2602
104/363 [=======>......................] - ETA: 0s - loss: 0.2647
153/363 [===========>..................] - ETA: 0s - loss: 0.2670
203/363 [===============>..............] - ETA: 0s - loss: 0.2696
253/363 [===================>..........] - ETA: 0s - loss: 0.2706
297/363 [=======================>......] - ETA: 0s - loss: 0.2709
343/363 [===========================>..] - ETA: 0s - loss: 0.2707
363/363 [==============================] - 0s 1ms/step - loss: 0.2707 - val_loss: 0.3199
Epoch 56/100
1/363 [..............................] - ETA: 0s - loss: 0.0726
44/363 [==>...........................] - ETA: 0s - loss: 0.2505
93/363 [======>.......................] - ETA: 0s - loss: 0.2513
142/363 [==========>...................] - ETA: 0s - loss: 0.2537
190/363 [==============>...............] - ETA: 0s - loss: 0.2567
238/363 [==================>...........] - ETA: 0s - loss: 0.2592
287/363 [======================>.......] - ETA: 0s - loss: 0.2612
337/363 [==========================>...] - ETA: 0s - loss: 0.2624
363/363 [==============================] - 1s 1ms/step - loss: 0.2628 - val_loss: 0.2741
Epoch 57/100
1/363 [..............................] - ETA: 0s - loss: 0.4112
49/363 [===>..........................] - ETA: 0s - loss: 0.2460
97/363 [=======>......................] - ETA: 0s - loss: 0.2456
148/363 [===========>..................] - ETA: 0s - loss: 0.2497
199/363 [===============>..............] - ETA: 0s - loss: 0.2535
249/363 [===================>..........] - ETA: 0s - loss: 0.2567
296/363 [=======================>......] - ETA: 0s - loss: 0.2588
342/363 [===========================>..] - ETA: 0s - loss: 0.2601
363/363 [==============================] - 0s 1ms/step - loss: 0.2605 - val_loss: 0.2886
Epoch 58/100
1/363 [..............................] - ETA: 0s - loss: 0.1149
50/363 [===>..........................] - ETA: 0s - loss: 0.2380
100/363 [=======>......................] - ETA: 0s - loss: 0.2437
150/363 [===========>..................] - ETA: 0s - loss: 0.2487
201/363 [===============>..............] - ETA: 0s - loss: 0.2518
250/363 [===================>..........] - ETA: 0s - loss: 0.2531
301/363 [=======================>......] - ETA: 0s - loss: 0.2544
350/363 [===========================>..] - ETA: 0s - loss: 0.2557
363/363 [==============================] - 0s 1ms/step - loss: 0.2561 - val_loss: 0.3406
Epoch 59/100
1/363 [..............................] - ETA: 0s - loss: 0.2878
51/363 [===>..........................] - ETA: 0s - loss: 0.2905
100/363 [=======>......................] - ETA: 0s - loss: 0.2785
151/363 [===========>..................] - ETA: 0s - loss: 0.2688
201/363 [===============>..............] - ETA: 0s - loss: 0.2634
251/363 [===================>..........] - ETA: 0s - loss: 0.2616
302/363 [=======================>......] - ETA: 0s - loss: 0.2622
345/363 [===========================>..] - ETA: 0s - loss: 0.2629
363/363 [==============================] - 1s 1ms/step - loss: 0.2631 - val_loss: 0.2858
Epoch 60/100
1/363 [..............................] - ETA: 0s - loss: 0.1582
49/363 [===>..........................] - ETA: 0s - loss: 0.2603
97/363 [=======>......................] - ETA: 0s - loss: 0.2595
145/363 [==========>...................] - ETA: 0s - loss: 0.2591
186/363 [==============>...............] - ETA: 0s - loss: 0.2605
234/363 [==================>...........] - ETA: 0s - loss: 0.2610
283/363 [======================>.......] - ETA: 0s - loss: 0.2612
333/363 [==========================>...] - ETA: 0s - loss: 0.2615
363/363 [==============================] - 1s 1ms/step - loss: 0.2618 - val_loss: 0.2668
Epoch 61/100
1/363 [..............................] - ETA: 0s - loss: 0.3568
52/363 [===>..........................] - ETA: 0s - loss: 0.3179
102/363 [=======>......................] - ETA: 0s - loss: 0.2917
153/363 [===========>..................] - ETA: 0s - loss: 0.2821
197/363 [===============>..............] - ETA: 0s - loss: 0.2801
245/363 [===================>..........] - ETA: 0s - loss: 0.2782
297/363 [=======================>......] - ETA: 0s - loss: 0.2761
346/363 [===========================>..] - ETA: 0s - loss: 0.2746
363/363 [==============================] - 0s 1ms/step - loss: 0.2740 - val_loss: 0.2977
Epoch 62/100
1/363 [..............................] - ETA: 1s - loss: 0.2294
45/363 [==>...........................] - ETA: 0s - loss: 0.2379
95/363 [======>.......................] - ETA: 0s - loss: 0.2525
146/363 [===========>..................] - ETA: 0s - loss: 0.2594
194/363 [===============>..............] - ETA: 0s - loss: 0.2627
244/363 [===================>..........] - ETA: 0s - loss: 0.2641
296/363 [=======================>......] - ETA: 0s - loss: 0.2653
346/363 [===========================>..] - ETA: 0s - loss: 0.2658
363/363 [==============================] - 0s 1ms/step - loss: 0.2658 - val_loss: 0.2822
Epoch 63/100
1/363 [..............................] - ETA: 0s - loss: 0.2093
51/363 [===>..........................] - ETA: 0s - loss: 0.3023
104/363 [=======>......................] - ETA: 0s - loss: 0.2863
159/363 [============>.................] - ETA: 0s - loss: 0.2745
211/363 [================>.............] - ETA: 0s - loss: 0.2696
261/363 [====================>.........] - ETA: 0s - loss: 0.2675
310/363 [========================>.....] - ETA: 0s - loss: 0.2667
360/363 [============================>.]
- ETA: 0s - loss: 0.2663
363/363 [==============================] - 0s 1ms/step - loss: 0.2663 - val_loss: 0.2786
Epoch 64/100
1/363 [..............................] - ETA: 0s - loss: 0.1490
49/363 [===>..........................] - ETA: 0s - loss: 0.2428
94/363 [======>.......................] - ETA: 0s - loss: 0.2478
143/363 [==========>...................] - ETA: 0s - loss: 0.2490
191/363 [==============>...............] - ETA: 0s - loss: 0.2491
238/363 [==================>...........] - ETA: 0s - loss: 0.2511
287/363 [======================>.......] - ETA: 0s - loss: 0.2532
336/363 [==========================>...] - ETA: 0s - loss: 0.2552
363/363 [==============================] - 1s 1ms/step - loss: 0.2561 - val_loss: 0.2812
Epoch 65/100
1/363 [..............................] - ETA: 0s - loss: 0.1781
53/363 [===>..........................] - ETA: 0s - loss: 0.2306
104/363 [=======>......................] - ETA: 0s - loss: 0.2434
152/363 [===========>..................] - ETA: 0s - loss: 0.2497
201/363 [===============>..............] - ETA: 0s - loss: 0.2543
251/363 [===================>..........] - ETA: 0s - loss: 0.2570
302/363 [=======================>......] - ETA: 0s - loss: 0.2588
344/363 [===========================>..] - ETA: 0s - loss: 0.2596
363/363 [==============================] - 0s 1ms/step - loss: 0.2598 - val_loss: 0.2692
Epoch 66/100
1/363 [..............................] - ETA: 0s - loss: 0.4654
51/363 [===>..........................] - ETA: 0s - loss: 0.2520
101/363 [=======>......................] - ETA: 0s - loss: 0.2488
151/363 [===========>..................] - ETA: 0s - loss: 0.2503
202/363 [===============>..............] - ETA: 0s - loss: 0.2523
250/363 [===================>..........] - ETA: 0s - loss: 0.2541
300/363 [=======================>......] - ETA: 0s - loss: 0.2558
349/363 [===========================>..] - ETA: 0s - loss: 0.2567
363/363 [==============================] - 0s 1ms/step - loss: 0.2569 - val_loss: 0.3036
Epoch 67/100
1/363 [..............................] - ETA: 0s - loss: 0.4498
51/363 [===>..........................] - ETA: 0s - loss: 0.2951
101/363 [=======>......................] - ETA: 0s - loss: 0.2832
151/363 [===========>..................] - ETA: 0s - loss: 0.2780
201/363 [===============>..............] - ETA: 0s - loss: 0.2750
251/363 [===================>..........] - ETA: 0s - loss: 0.2732
299/363 [=======================>......] - ETA: 0s - loss: 0.2713
348/363 [===========================>..] - ETA: 0s - loss: 0.2701
363/363 [==============================] - 1s 1ms/step - loss: 0.2698 - val_loss: 0.2701
Epoch 68/100
1/363 [..............................] - ETA: 0s - loss: 0.2304
43/363 [==>...........................] - ETA: 0s - loss: 0.2523
93/363 [======>.......................] - ETA: 0s - loss: 0.2559
143/363 [==========>...................] - ETA: 0s - loss: 0.2552
193/363 [==============>...............] - ETA: 0s - loss: 0.2563
242/363 [===================>..........] - ETA: 0s - loss: 0.2571
291/363 [=======================>......] - ETA: 0s - loss: 0.2576
339/363 [===========================>..] - ETA: 0s - loss: 0.2581
363/363 [==============================] - 1s 1ms/step - loss: 0.2583 - val_loss: 0.2756
Epoch 69/100
1/363 [..............................] - ETA: 0s - loss: 0.2443
51/363 [===>..........................] - ETA: 0s - loss: 0.2507
101/363 [=======>......................] - ETA: 0s - loss: 0.2519
151/363 [===========>..................] - ETA: 0s - loss: 0.2549
200/363 [===============>..............] - ETA: 0s - loss: 0.2564
251/363 [===================>..........] - ETA: 0s - loss: 0.2569
298/363 [=======================>......] - ETA: 0s - loss: 0.2567
344/363 [===========================>..] - ETA: 0s - loss: 0.2570
363/363 [==============================] - 0s 1ms/step - loss: 0.2572 - val_loss: 0.2863
Epoch 70/100
1/363 [..............................] - ETA: 0s - loss: 0.1790
49/363 [===>..........................] - ETA: 0s - loss: 0.2358
99/363 [=======>......................] - ETA: 0s - loss: 0.2435
149/363 [===========>..................] - ETA: 0s - loss: 0.2474
200/363 [===============>..............] - ETA: 0s - loss: 0.2508
250/363 [===================>..........] - ETA: 0s - loss: 0.2537
300/363 [=======================>......] - ETA: 0s - loss: 0.2550
350/363 [===========================>..] - ETA: 0s - loss: 0.2557
363/363 [==============================] - 0s 1ms/step - loss: 0.2558 - val_loss: 0.2951
RandomizedSearchCV(cv=2,
estimator=<tensorflow.python.keras.wrappers.scikit_learn.KerasRegressor object at 0x14244be80>,
param_distributions={'learning_rate': [0.001683454924600351,
0.02390836445593178,
0.008731907739399206,
0.004725396149933917,
0.0006154014789262348,
0.0006153331256530192,
0.0003920021771415983,
0.01619845322936229,
0.004779156784872302,
0.0078...
0.005021425736625637,
0.0005703073595961105,
0.001151888789941251,
0.001621231156394198,
0.0024505367684280487,
0.011155092541719619,
0.0007524347058135697,
0.0032032448128444043,
0.004591455636549438,
0.0003715541189658278, ...],
'n_hidden': [0, 1, 2, 3],
'n_neurons': [1, 2, 3, 4, 5, 6, 7, 8, 9,
10, 11, 12, 13, 14, 15,
16, 17, 18, 19, 20, 21,
22, 23, 24, 25, 26, 27,
28, 29, 30, ...]},
verbose=2)
rnd_search_cv.best_params_
{'n_neurons': 74, 'n_hidden': 3, 'learning_rate': 0.005803602934201024}
rnd_search_cv.best_score_
-0.33263184130191803
rnd_search_cv.best_estimator_
<tensorflow.python.keras.wrappers.scikit_learn.KerasRegressor at 0x1410d99d0>
rnd_search_cv.score(X_test, y_test)
1/162 [..............................] - ETA: 2s - loss: 0.1769
65/162 [===========>..................] - ETA: 0s - loss: 0.2882
130/162 [=======================>......] - ETA: 0s - loss: 0.2827
162/162 [==============================] - 0s 791us/step - loss: 0.2831
-0.28309857845306396
model = rnd_search_cv.best_estimator_.model
model
<tensorflow.python.keras.engine.sequential.Sequential at 0x140e59250>
model.evaluate(X_test, y_test)
1/162 [..............................] - ETA: 2s - loss: 0.1769
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0.28309857845306396
Exercise solutions¶
Exercise: Train a deep MLP on the MNIST dataset (you can load it using keras.datasets.mnist.load_data(). See if you can get over 98% precision. Try searching for the optimal learning rate by using the approach presented in this chapter (i.e., by growing the learning rate exponentially, plotting the loss, and finding the point where the loss shoots up). Try adding all the bells and whistles—save checkpoints, use early stopping, and plot learning curves using TensorBoard.
(X_train_full, y_train_full), (X_test, y_test) = keras.datasets.mnist.load_data()
Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/mnist.npz
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Just like for the Fashion MNIST dataset, the MNIST training set contains 60,000 grayscale images, each 28x28 pixels:
X_train_full.shape
(60000, 28, 28)
Each pixel intensity is also represented as a byte (0 to 255):
X_train_full.dtype
dtype('uint8')
Let’s split the full training set into a validation set and a (smaller) training set. We also scale the pixel intensities down to the 0-1 range and convert them to floats, by dividing by 255, just like we did for Fashion MNIST:
X_valid, X_train = X_train_full[:5000] / 255., X_train_full[5000:] / 255.
y_valid, y_train = y_train_full[:5000], y_train_full[5000:]
X_test = X_test / 255.
Let’s plot an image using Matplotlib’s imshow() function, with a 'binary'
color map:
plt.imshow(X_train[0], cmap="binary")
plt.axis('off')
plt.show()
y_train
array([7, 3, 4, ..., 5, 6, 8], dtype=uint8)
The validation set contains 5,000 images, and the test set contains 10,000 images:
X_valid.shape
(5000, 28, 28)
X_test.shape
(10000, 28, 28)
Let’s take a look at a sample of the images in the dataset:
_, axes = plt.subplots(4,
10,
figsize=(10, 6),
dpi=100,
constrained_layout=True)
for ax in axes.flatten():
ax.imshow(X_train[index], cmap="binary", interpolation="nearest")
ax.axis('off')
ax.set(title=y_train[index], fontsize='small')
plt.show()
---------------------------------------------------------------------------
NameError Traceback (most recent call last)
/var/folders/93/795zm8c93m16_92qkk86t0_r0000gn/T/ipykernel_51136/3007547142.py in <module>
7 for ax in axes.flatten():
8
----> 9 ax.imshow(X_train[index], cmap="binary", interpolation="nearest")
10 ax.axis('off')
11 ax.set(title=y_train[index], fontsize='small')
NameError: name 'index' is not defined
Let’s build a simple dense network and find the optimal learning rate. We will need a callback to grow the learning rate at each iteration. It will also record the learning rate and the loss at each iteration:
K = keras.backend
class ExponentialLearningRate(keras.callbacks.Callback):
def __init__(self, factor):
self.factor = factor
self.rates = []
self.losses = []
def on_batch_end(self, batch, logs):
self.rates.append(K.get_value(self.model.optimizer.lr))
self.losses.append(logs["loss"])
K.set_value(self.model.optimizer.lr, self.model.optimizer.lr * self.factor)
keras.backend.clear_session()
tf.random.set_seed(42)
model = keras.models.Sequential([
keras.layers.Flatten(input_shape=[28, 28]),
keras.layers.Dense(300, activation="relu"),
keras.layers.Dense(100, activation="relu"),
keras.layers.Dense(10, activation="softmax")
])
We will start with a small learning rate of 1e-3, and grow it by 0.5% at each iteration:
model.compile(loss="sparse_categorical_crossentropy",
optimizer=keras.optimizers.SGD(lr=1e-3),
metrics=["accuracy"])
expon_lr = ExponentialLearningRate(factor=1.005)
Now let’s train the model for just 1 epoch:
history = model.fit(X_train, y_train, epochs=1,
validation_data=(X_valid, y_valid),
callbacks=[expon_lr])
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We can now plot the loss as a functionof the learning rate:
_, ax = plt.subplots(figsize=(6, 4), dpi=100)
ax.plot(expon_lr.rates, expon_lr.losses)
ax.set_xscale('log')
ax.hlines(min(expon_lr.losses), min(expon_lr.rates), max(expon_lr.rates))
ax.axis([min(expon_lr.rates), max(expon_lr.rates), 0, expon_lr.losses[0]])
ax.grid(1)
ax.set(xlabel="Learning rate", ylabel="Loss")
[Text(0.5, 0, 'Learning rate'), Text(0, 0.5, 'Loss')]
The loss starts shooting back up violently when the learning rate goes over 6e-1, so let’s try using half of that, at 3e-1:
keras.backend.clear_session()
tf.random.set_seed(42)
model = keras.models.Sequential([
keras.layers.Flatten(input_shape=[28, 28]),
keras.layers.Dense(300, activation="relu"),
keras.layers.Dense(100, activation="relu"),
keras.layers.Dense(10, activation="softmax")
])
model.compile(loss="sparse_categorical_crossentropy",
optimizer=keras.optimizers.SGD(lr=3e-1),
metrics=["accuracy"])
run_index = 1
run_logdir = f"data/101/y_mnist_logs/run_{run_index:03d}"
run_logdir
'data/101/y_mnist_logs/run_001'
early_stopping_cb = keras.callbacks.EarlyStopping(patience=20)
checkpoint_cb = keras.callbacks.ModelCheckpoint("data/101/my_mnist_model3.h5", save_best_only=True)
tensorboard_cb = keras.callbacks.TensorBoard(run_logdir)
history = model.fit(X_train, y_train, epochs=100,
validation_data=(X_valid, y_valid),
callbacks=[checkpoint_cb, early_stopping_cb, tensorboard_cb])
2021-09-22 14:23:52.326544: I tensorflow/core/profiler/lib/profiler_session.cc:136] Profiler session initializing.
2021-09-22 14:23:52.326568: I tensorflow/core/profiler/lib/profiler_session.cc:155] Profiler session started.
2021-09-22 14:23:52.330016: I tensorflow/core/profiler/lib/profiler_session.cc:172] Profiler session tear down.
Epoch 1/100
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2021-09-22 14:23:52.840384: I tensorflow/core/profiler/lib/profiler_session.cc:155] Profiler session started.
2021-09-22 14:23:52.850342: I tensorflow/core/profiler/lib/profiler_session.cc:71] Profiler session collecting data.
2021-09-22 14:23:52.874192: I tensorflow/core/profiler/lib/profiler_session.cc:172] Profiler session tear down.
2021-09-22 14:23:52.890048: I tensorflow/core/profiler/rpc/client/save_profile.cc:137] Creating directory: data/101/y_mnist_logs/run_001/train/plugins/profile/2021_09_22_14_23_52
2021-09-22 14:23:52.890863: I tensorflow/core/profiler/rpc/client/save_profile.cc:143] Dumped gzipped tool data for trace.json.gz to data/101/y_mnist_logs/run_001/train/plugins/profile/2021_09_22_14_23_52/Xavier-Yang.local.trace.json.gz
2021-09-22 14:23:52.918038: I tensorflow/core/profiler/rpc/client/save_profile.cc:137] Creating directory: data/101/y_mnist_logs/run_001/train/plugins/profile/2021_09_22_14_23_52
2021-09-22 14:23:52.918449: I tensorflow/core/profiler/rpc/client/save_profile.cc:143] Dumped gzipped tool data for memory_profile.json.gz to data/101/y_mnist_logs/run_001/train/plugins/profile/2021_09_22_14_23_52/Xavier-Yang.local.memory_profile.json.gz
2021-09-22 14:23:52.919687: I tensorflow/core/profiler/rpc/client/capture_profile.cc:251] Creating directory: data/101/y_mnist_logs/run_001/train/plugins/profile/2021_09_22_14_23_52Dumped tool data for xplane.pb to data/101/y_mnist_logs/run_001/train/plugins/profile/2021_09_22_14_23_52/Xavier-Yang.local.xplane.pb
Dumped tool data for overview_page.pb to data/101/y_mnist_logs/run_001/train/plugins/profile/2021_09_22_14_23_52/Xavier-Yang.local.overview_page.pb
Dumped tool data for input_pipeline.pb to data/101/y_mnist_logs/run_001/train/plugins/profile/2021_09_22_14_23_52/Xavier-Yang.local.input_pipeline.pb
Dumped tool data for tensorflow_stats.pb to data/101/y_mnist_logs/run_001/train/plugins/profile/2021_09_22_14_23_52/Xavier-Yang.local.tensorflow_stats.pb
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1719/1719 [==============================] - 5s 3ms/step - loss: 0.4200 - accuracy: 0.8677 - val_loss: 0.0972 - val_accuracy: 0.9720
Epoch 2/100
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Epoch 3/100
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1719/1719 [==============================] - 4s 2ms/step - loss: 0.0677 - accuracy: 0.9784 - val_loss: 0.0731 - val_accuracy: 0.9784
Epoch 4/100
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1719/1719 [==============================] - 4s 2ms/step - loss: 0.0454 - accuracy: 0.9856 - val_loss: 0.0760 - val_accuracy: 0.9802
Epoch 5/100
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1719/1719 [==============================] - 4s 2ms/step - loss: 0.0362 - accuracy: 0.9886 - val_loss: 0.0837 - val_accuracy: 0.9764
Epoch 6/100
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1719/1719 [==============================] - 4s 2ms/step - loss: 0.0301 - accuracy: 0.9898 - val_loss: 0.0654 - val_accuracy: 0.9828
Epoch 7/100
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1719/1719 [==============================] - 4s 2ms/step - loss: 0.0226 - accuracy: 0.9931 - val_loss: 0.0784 - val_accuracy: 0.9822
Epoch 8/100
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1719/1719 [==============================] - 4s 2ms/step - loss: 0.0184 - accuracy: 0.9940 - val_loss: 0.0841 - val_accuracy: 0.9796
Epoch 9/100
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Epoch 10/100
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1719/1719 [==============================] - 4s 2ms/step - loss: 0.0124 - accuracy: 0.9957 - val_loss: 0.0848 - val_accuracy: 0.9848
Epoch 11/100
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1719/1719 [==============================] - 4s 2ms/step - loss: 0.0117 - accuracy: 0.9963 - val_loss: 0.0828 - val_accuracy: 0.9838
Epoch 12/100
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1719/1719 [==============================] - 4s 2ms/step - loss: 0.0066 - accuracy: 0.9979 - val_loss: 0.0958 - val_accuracy: 0.9798
Epoch 13/100
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Epoch 14/100
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1719/1719 [==============================] - 4s 2ms/step - loss: 0.0115 - accuracy: 0.9964 - val_loss: 0.0999 - val_accuracy: 0.9794
Epoch 15/100
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1719/1719 [==============================] - 4s 2ms/step - loss: 0.0090 - accuracy: 0.9969 - val_loss: 0.1055 - val_accuracy: 0.9786
Epoch 16/100
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1719/1719 [==============================] - 4s 2ms/step - loss: 0.0083 - accuracy: 0.9973 - val_loss: 0.0836 - val_accuracy: 0.9858
Epoch 17/100
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1719/1719 [==============================] - 4s 2ms/step - loss: 0.0033 - accuracy: 0.9988 - val_loss: 0.0813 - val_accuracy: 0.9838
Epoch 18/100
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1719/1719 [==============================] - 4s 2ms/step - loss: 0.0014 - accuracy: 0.9994 - val_loss: 0.0852 - val_accuracy: 0.9838
Epoch 19/100
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Epoch 20/100
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Epoch 21/100
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1719/1719 [==============================] - 4s 2ms/step - loss: 7.1555e-05 - accuracy: 1.0000 - val_loss: 0.0804 - val_accuracy: 0.9870
Epoch 22/100
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Epoch 23/100
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Epoch 24/100
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1719/1719 [==============================] - 171s 100ms/step - loss: 4.2770e-05 - accuracy: 1.0000 - val_loss: 0.0824 - val_accuracy: 0.9866
Epoch 25/100
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1719/1719 [==============================] - 5s 3ms/step - loss: 4.0248e-05 - accuracy: 1.0000 - val_loss: 0.0829 - val_accuracy: 0.9866
Epoch 26/100
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1719/1719 [==============================] - 4s 3ms/step - loss: 3.4152e-05 - accuracy: 1.0000 - val_loss: 0.0835 - val_accuracy: 0.9866
model = keras.models.load_model("data/101/my_mnist_model3.h5") # rollback to best model
model.evaluate(X_test, y_test)
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[0.07364339381456375, 0.9779999852180481]
We got over 98% accuracy. Finally, let’s look at the learning curves using TensorBoard:
%tensorboard --logdir=./my_mnist_logs --port=6006
UsageError: Line magic function `%tensorboard` not found.